{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from sklearn.datasets import load_boston"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  数据准备\n",
    "\n",
    "首先我们可以使用pandas将数据文件读取，数据类型为DataFrame。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "      <th>MEDV</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00632</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.538</td>\n",
       "      <td>6.575</td>\n",
       "      <td>65.2</td>\n",
       "      <td>4.0900</td>\n",
       "      <td>1.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>15.3</td>\n",
       "      <td>396.90</td>\n",
       "      <td>4.98</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.02731</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>6.421</td>\n",
       "      <td>78.9</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>396.90</td>\n",
       "      <td>9.14</td>\n",
       "      <td>21.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.02729</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>7.185</td>\n",
       "      <td>61.1</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>392.83</td>\n",
       "      <td>4.03</td>\n",
       "      <td>34.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.03237</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>6.998</td>\n",
       "      <td>45.8</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>394.63</td>\n",
       "      <td>2.94</td>\n",
       "      <td>33.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.06905</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>7.147</td>\n",
       "      <td>54.2</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>396.90</td>\n",
       "      <td>5.33</td>\n",
       "      <td>36.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n",
       "0  0.00632  18.0   2.31   0.0  0.538  6.575  65.2  4.0900  1.0  296.0   \n",
       "1  0.02731   0.0   7.07   0.0  0.469  6.421  78.9  4.9671  2.0  242.0   \n",
       "2  0.02729   0.0   7.07   0.0  0.469  7.185  61.1  4.9671  2.0  242.0   \n",
       "3  0.03237   0.0   2.18   0.0  0.458  6.998  45.8  6.0622  3.0  222.0   \n",
       "4  0.06905   0.0   2.18   0.0  0.458  7.147  54.2  6.0622  3.0  222.0   \n",
       "\n",
       "   PTRATIO       B  LSTAT  MEDV  \n",
       "0     15.3  396.90   4.98  24.0  \n",
       "1     17.8  396.90   9.14  21.6  \n",
       "2     17.8  392.83   4.03  34.7  \n",
       "3     18.7  394.63   2.94  33.4  \n",
       "4     18.7  396.90   5.33  36.2  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "boston = load_boston()\n",
    "df_boston = pd.DataFrame(boston.data,columns=boston.feature_names)\n",
    "df_boston[\"MEDV\"] = boston.target\n",
    "df_boston.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  散点图\n",
    "\n",
    "散点图能够同时将两个数值型特征可视化，从散点图中我们可以直观地观察两个特征之间的关系。例如是否存在线性关系等。 seaborn中可以使用 jointplot 函数绘制散点图。jointplot函数通常由三个参数需要设置，x和y分别代表需要横轴和纵轴显示的特征名称。data为数据，可以为DataFrame类型。例如在房价数据中，我们需要绘制犯罪率(CRIM)与房价(MEDV)之间的散点图，可以使用以下代码："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7fe4794a1d30>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x = df_boston['CRIM'],y = df_boston.MEDV,data = df_boston)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上图可以发现，我们不仅得到了两个特征的散点图，对于每一个单独的特征，jointplot函数默认将其直方图进行了绘制。同时，也将特征之间的皮尔逊相关系数计算出来。皮尔逊相关系数能够用来判断特征之间的线性关系，其取值范围为[-1,1]。取值为0表示两个特征没有相关性。越接近1说明特征之间越存在正相关性。越接近-1表示特征之间越存在负的线性相关性。在我们的上述例子中，皮尔逊相关系数为-0.39,说明犯罪率与房价之间存在一定的负相关性。\n",
    "\n",
    "我们可以进一步使用 lmplot 方法将两个特征之间的线性回归直线也画出来。 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fe479340a20>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x='CRIM',y='MEDV',data = df_boston)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  直方图\n",
    "\n",
    "对于连续型特征，我们可以使用直方图来观察特征取值的分布情况。在seaborn中，直方图可以使用 distplot 函数进行绘制。例如，我们绘制出单位财产税(TAX)特征的直方图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe478dd6ac8>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df_boston['TAX'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "distplot 函数默认同时绘制直方图和KDE(核密度图),如果不需要核密度图，可以将kde参数设置成False。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe479598a58>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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v3kVpaSlqamoQHx+PiooKb42ViIjc8CjMFy5ciKNHj45pP3z4sCebJSKiB8RvgBIRCYBhTkQkAIY5EZEAGOZERAJgmBMRCYBhTkQkAIY5EZEAGOZERAJgmBMRCYBhTkQkAIY5EZEAGOZERAJgmBMRCYBhTkQkAIY5EZEAGOZERALwOMyHh4dhMpnw9NNPAwDa29tRVFQEo9GI0tJSDA4G13P7iIiCkcdh/vrrr2POnDmu1/v378dTTz2F9957D5GRkaipqfG0CyIimoRHYW61WnHq1CkUFhYCAGRZRktLCzIyMgAA+fn5sFgsno+SiIgm5NEzQPfs2YONGzfi5s2bAICuri5ERkZCrR7ZrF6vh81mG3fd8PAZUKtVivoNC9W4XRYSIk24XCTTpVZ/1xkdHea3vu6lUoUErG9/UlpnsM11d/PWV/tYcZifPHkSMTExePTRR3H27NkHXr+vb0Bp1+i/5f48fFioZsLlIpkutfq7Tqez32993Ss6OixgffuT0jqDba67m7ee7mOtNmLcdsVhfvHiRTQ2NqKpqQkDAwPo6+vD7t270dPTg6GhIajValitVuh0OsWDJiKi+6P4nPlzzz2HpqYmNDY24sCBA1iyZAlefvllpKSkoL6+HgBw7NgxGAwGrw2WiIjG5/XrzDdu3Ig//vGPMBqNcDqdKCoq8nYXRET0fzz6APRLKSkpSElJAQAkJCTwckQiIj/jN0CJiATAMCciEgDDnIhIAAxzIiIBMMyJiATAMCciEgDDnIhIAAxzIiIBMMyJiATAMCciEgDDnIhIAAxzIiIBMMyJiATAMCciEgDDnIhIAIrvZ97Z2YlNmzbB4XBAkiR873vfw09+8hM4nU5s2LAB//3vf/Hwww+joqICUVFR3hwzERH9H8VH5iqVCs8//zz+9re/4e2338af//xnXL9+HVVVVUhNTcWJEyeQmpqKqqoqb46XiIjGoTjM4+LikJiYCAAIDw/H7NmzYbPZYLFYYDKZAAAmkwkNDQ3eGSkREbnllXPmHR0duHbtGpKTk+FwOBAXFwcA0Gq1cDgc3uiCiIgm4PEzQG/evImSkhJs3rwZ4eHho5ZJkgRJksZdLzx8BtRqlaI+w0I1bpeFhEgTLhfJdKnV33VGR4f5ra97qVQhAevbn5TWGWxz3d289dU+9ijM79y5g5KSEuTm5iI9PR0AEBsbC7vdjri4ONjtdsTExIy7bl/fgOJ++28Nul0WFqqZcLlIpkut/q7T6ez3W1/3io4OC1jf/qS0zmCb6+7mraf7WKuNGLdd8WkWWZaxZcsWzJ49G8XFxa52g8GA2tpaAEBtbS3S0tKUdkFERPdJ8ZH5hx9+iOPHj2P+/PnIy8sDAJSVlWHt2rUoLS1FTU0N4uPjUVFR4bXBEhHR+BSH+be//W384x//GHfZ4cOHFQ+IiIgeHL8BSkQkAIY5EZEAGOZERAJgmBMRCYBhTkQkAIY5EZEAGOZERAJgmBMRCYBhTkQkAIY5EZEAGOZERAJgmBMRCYBhTkQkAIY5EZEAGOZERAJgmBMRCcBnYd7U1ISMjAwYjUZUVVX5qhsiIoKPwnx4eBg7d+5EdXU1zGYz6urqcP36dV90RURE8OCxcRNpbW3FrFmzkJCQAADIzs6GxWLB3LlzfdEdkVcdbe0MSL/unubuiYKkh7y6PZq6fBLmNpsNer3e9Vqn06G1tXXUz2i1EYq3/3Sa8nWJKPCUvP/5vp8YPwAlIhKAT8Jcp9PBarW6XttsNuh0Ol90RURE8FGYP/bYY2hra0N7ezsGBwdhNpthMBh80RUREcFHYa5Wq7Ft2zb87Gc/w+rVq5GVlYV58+Z5ZdudnZ348Y9/jNWrVyM7OxuHDx8GADidThQXFyM9PR3FxcXo7u4GAMiyjF27dsFoNCI3NxdXrlzxyjh8bWBgAIWFhXjyySeRnZ2N3/zmNwCA9vZ2FBUVwWg0orS0FIODIx+YDQ4OorS0FEajEUVFRejo6Ajk8B/Y8PAwTCYTnn76aQBi1mkwGJCbm4u8vDwUFBQAEG/eAkBPTw9KSkqQmZmJrKwsXLp0Sbg6b9y4gby8PNe/b33rWzh06FBg65SDjM1mkz/55BNZlmW5t7dXTk9Pl//1r3/JL730klxZWSnLsixXVlbK+/btk2VZlk+dOiWvWbNGvnv3rnzp0iW5sLAwYGN/EHfv3pX7+vpkWZblwcFBubCwUL506ZJcUlIi19XVybIsy1u3bpXffPNNWZZl+Y033pC3bt0qy7Is19XVyc8++2xgBq7QwYMH5bKyMnnt2rWyLMtC1rly5UrZ4XCMahNt3sqyLG/atEk+cuSILMuyPDAwIHd3dwtZ55eGhobkpUuXyh0dHQGtM+g+AI2Li0NiYiIAIDw8HLNnz4bNZoPFYoHJZAIAmEwmNDQ0AICrXZIkLFq0CD09PbDb7QEb//2SJAlf/epXAQBDQ0MYGhqCJEloaWlBRkYGACA/Px8WiwUA0NjYiPz8fABARkYGmpubIctyYAb/gKxWK06dOoXCwkIAI0cxItY5HtHmbW9vL86fP+/alxqNBpGRkcLVea/m5mYkJCTg4YcfDmidQRfm9+ro6MC1a9eQnJwMh8OBuLg4AIBWq4XD4QAw9jJJvV4Pm80WkPE+qOHhYeTl5WHp0qVYunQpEhISEBkZCbV65IrSe2ux2Wx46KGRa4rVajUiIiLQ1dUVsLE/iD179mDjxo0ICRmZjl1dXULWCQBr1qxBQUEB3n77bQAQbt52dHQgJiYG5eXlMJlM2LJlC/r7+4Wr815msxk5OTkAArs/gzbMb968iZKSEmzevBnh4eGjlkmSBEmSAjQy71GpVDh+/DhOnz6N1tZW3LhxI9BD8rqTJ08iJiYGjz76aKCH4nNvvfUWjh07htdeew1vvvkmzp8/P2q5CPN2aGgIV69exQ9+8APU1tYiNDR0zO08RKjzS4ODg2hsbERmZuaYZf6uMyjD/M6dOygpKUFubi7S09MBALGxsa4/W+x2O2JiYgCMvUzSarUG3WWSkZGRSElJweXLl9HT04OhoSEAo2vR6XTo7Bz55uLQ0BB6e3sxc+bMgI35fl28eBGNjY0wGAwoKytDS0sLdu/eLVydAFw1xMbGwmg0orW1Vbh5q9frodfrkZycDADIzMzE1atXhavzS01NTUhMTMTXvvY1AIHNoaALc1mWsWXLFsyePRvFxcWudoPBgNraWgBAbW0t0tLSRrXLsozLly8jIiLC9WfQVPbFF1+gp6cHAHD79m188MEHmDNnDlJSUlBfXw8AOHbsmOuST4PBgGPHjgEA6uvrsWTJkqA4+nnuuefQ1NSExsZGHDhwAEuWLMHLL78sXJ39/f3o6+tz/f/999/HvHnzhJu3Wq0Wer3e9Vdkc3Mz5syZI1ydXzKbzcjOzna9DmSdkhxknx5duHABP/zhDzF//nzXOdaysjIkJSWhtLQUnZ2diI+PR0VFBaKjoyHLMnbu3IkzZ84gNDQUe/bswWOPPRbgKib36aef4vnnn8fw8DBkWUZmZibWrVuH9vZ2bNiwAd3d3Vi4cCH2798PjUaDgYEBbNy4EdeuXUNUVBReeeUV171xgsXZs2dx8OBBVFZWCldne3s7nnnmGQAjn4Xk5OTgF7/4Bbq6uoSatwBw7do1bNmyBXfu3EFCQgL27t2Lu3fvCldnf38/Vq5ciYaGBkREjNxqIJD7M+jCnIiIxgq60yxERDQWw5yISAAMcyIiATDMiYgEwDAnIhIAw5ymja6uLtdd7pYtW4bly5e7Xg8ODqKhoQELFizAv//9b9c6H3/8MbKzs113bfzss8+QlpbmumacaKrgpYk0Lf32t79FWFgY1qxZ42orLS2F3W7HkiVLUFJS4mrfsWMH9Ho9fv7zn2PNmjXIz8933YuDaKrgkTkRRu718+GHH2L37t0wm82jlpWVleHIkSN47bXXXF/4IZpqGOZEGLlF6fLly/GNb3wDM2fOxCeffOJaFhkZibVr1+LAgQPYtm1bAEdJ5B7DnAij77GxevXqMUfnTU1NiI2NHXU+nWgqUQd6AESB5nQ60dLSgn/+85+QJAnDw8OQJAmbNm2CJEk4efIkent78Yc//AHr1q3D448/jtDQ0EAPm2gUHpnTtFdfX4+8vDycPHkSjY2NOH36NB555BFcuHABt2/fxosvvojt27djwYIFSEtLw+9///tAD5loDIY5TXt1dXVYtWrVqLb09HTU1dXhd7/7HVatWoW5c+cCANatW4e6ujq0tbUFYKRE7vHSRCIiAfDInIhIAAxzIiIBMMyJiATAMCciEgDDnIhIAAxzIiIBMMyJiATAMCciEsD/AIXPfdCWIugKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df_boston['TAX'],kde=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe477b9c518>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#同样，我们可以绘制房间数的直方图。\n",
    "import matplotlib.pyplot as plt\n",
    "sns.distplot(df_boston['RM'],label='data')\n",
    "# plt.xlabel('data')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# note\n",
    "```\n",
    "f, ax=plt.subplots(figsize=(12,20))\n",
    "\n",
    "#orient='h'表示是水平展示的，alpha表示颜色的深浅程度\n",
    "sns.barplot(y=group_df.sub_area.values, x=group_df.price_doc.values,orient='h', alpha=0.8, color='red')\n",
    "\n",
    "#设置y轴、X轴的坐标名字与字体大小\n",
    "plt.ylabel('price_doc', fontsize=16)\n",
    "plt.xlabel('sub_area', fontsize=16)\n",
    "\n",
    "#设置X轴的各列下标字体是水平的\n",
    "plt.xticks(rotation='horizontal')\n",
    "\n",
    "#设置Y轴下标的字体大小\n",
    "plt.yticks(fontsize=15)\n",
    "plt.show()\n",
    "\n",
    "注：如果orient='v'表示成竖直显示的话，一定要记得y=group_df.sub_area.values, x=group_df.price_doc.values调换一下坐标轴，否则报错\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe478d11358>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可见，房间数近似服从正态分布。我们可以通过bins参数设置分段数量，例如我们观察房价(MEDV)特征，将bins设置成100。\n",
    "sns.distplot(df_boston[\"MEDV\"],bins=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  盒图\n",
    "\n",
    "盒图可以直观地将连续型特征的中位数、上下四分位数显示出来。通常也作为一种单特征离群值检测的定性方法。在seaborn中，可以使用 boxplot 函数绘制盒图。参数orient设置盒图的朝向。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe47787f860>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(df_boston[\"MEDV\"],orient='v')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe4777ee898>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2++SATnr9d6Qh/vXv31/nzp3TzZs31bdvX504caLLd0PNnTtX69evDzrn8XiUnZ0d+Avsbrdby5cvl8/n08KFCzV8+HCdOnVKjzzyiCTpu+++07Vr1zRhwgSbTwwIgTtdxIW8vDxVVVVJkg4dOqR58+bd8RhZWVkqLS3VO++8I0maN2+eDh06FLjucrnualwgkogu4sLcuXPlcrnU0tKis2fPdrkbdblcQY8Xbt68GXKccePGBX6QzZw5c1ReXi6v1xsYg+gi1ni8gLgwduxYeTweHTx4UHl5eV2uh3q8EErHb7AcPHiwRo0apc8++0yDBw+W0+nU6NGjI7pu4E4RXcSN/Px8bdy4Ubt371Zzc/NdjXHmzJmg/xvCvHnz5HK5lJ6ezl0u4gLRRdwoLCxUSkqKxowZc1c/59Xj8Wjjxo1asmRJ4NysWbO0efNm9e3bV7t27YrkcoG7QnQRN4YNG6alS5eGvOZyufTll18Gjjds2KCMjAzV19eroKBALS0tGjBggJ5++mktWLAg8LqUlBQ99NBD+vHHH5WVlRX1zwHoCT9lDAAM8bcXAMAQ0QUAQ0QXAAwRXQAwRHQBwBDRBQBDRBcADBFdADD0f7OozYjVZh8AAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(df_boston[\"MEDV\"],orient='h')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "我们可以先对数据进行分组，然后对比不同组数据的分布（盒图表示）。我们只需要给 boxplot 函数制定x和y两个参数。其中，x为分组特征，需要为离散型。y为对比的特征。例如我们查看不同的房间数下，房价的分布情况，可以使用以下代码：\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe474104978>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import math\n",
    "df_boston['RM_int'] = df_boston['RM'].map(math.floor) #取整\n",
    "sns.boxplot(x=\"RM_int\",y=df_boston['MEDV'],data=df_boston,orient='v')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "通过上图可以看出，随着房间数目的增大，房价呈现先下降后上升的变化趋势。\n",
    "\n",
    "进一步地，我们可以通过hue参数制定第二个分组特征。例如我们希望进一步观察房子是否在河边(CHAS)对房价的影响。\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe472e3b438>"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"RM_int\",y=\"MEDV\",hue=\"CHAS\",data=df_boston,orient=\"v\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "通过上述盒图，我们可以得出两个基本观察结论。首先，房间数小于5的房子都不在河边。其次，在房间数量相同的情况下，河边的房子比非河边的房子价格要高。以上两点与我们日常生活经验也是相符合的。\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 柱状图\n",
    "\n",
    "对于离散型特征，我们可以使用柱状图绘制其每一种取值的样本数量。例如，对于房间数（RM_int），可以通过seaborn的 countplot 函数画出不同房间数量的房子的数量。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe472db19e8>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"RM_int\",data=df_boston)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "同样地，我们可以进一步制定一个分组特征绘制不同分组下的柱状图。 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe472dab6d8>"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"RM_int\",hue=\"CHAS\",data=df_boston)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 核密度图\n",
    "\n",
    "与直方图类似，核密度图也是一种研究特征分布的工具。在seaborn中，通过 kdeplot 函数绘制核密度图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe472c61f28>"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df_boston[\"CRIM\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe472c8f7f0>"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(df_boston[\"CRIM\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe472c05ac8>"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df_boston[\"ZN\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe472ba5358>"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(df_boston[\"ZN\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以绘制两个特征的核密度图。例如，绘制一氧化碳和低收入人群占比两个特征的核密度图。 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['CRIM', 'ZN', 'INDUS', 'CHAS', 'NOX', 'RM', 'AGE', 'DIS', 'RAD', 'TAX',\n",
       "       'PTRATIO', 'B', 'LSTAT', 'MEDV', 'RM_int'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_boston.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe472af3860>"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(df_boston[\"NOX\"],df_boston[\"LSTAT\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 小提琴图\n",
    "\n",
    "核密度图是一种结合了盒图和核密度图的图。它将盒图和密度图展示在同一个图上，因长相通常类似小提琴而得名。在seaborn中，可以使用 violinplot 函数绘制小提琴图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe4728efac8>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,10))\n",
    "sns.violinplot(x=\"RM_int\",y=\"MEDV\",data=df_boston)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "      <th>MEDV</th>\n",
       "      <th>RM_int</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00632</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.538</td>\n",
       "      <td>6.575</td>\n",
       "      <td>65.2</td>\n",
       "      <td>4.0900</td>\n",
       "      <td>1.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>15.3</td>\n",
       "      <td>396.90</td>\n",
       "      <td>4.98</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.02731</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>6.421</td>\n",
       "      <td>78.9</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>396.90</td>\n",
       "      <td>9.14</td>\n",
       "      <td>21.6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.02729</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>7.185</td>\n",
       "      <td>61.1</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>392.83</td>\n",
       "      <td>4.03</td>\n",
       "      <td>34.7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.03237</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>6.998</td>\n",
       "      <td>45.8</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>394.63</td>\n",
       "      <td>2.94</td>\n",
       "      <td>33.4</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.06905</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>7.147</td>\n",
       "      <td>54.2</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>396.90</td>\n",
       "      <td>5.33</td>\n",
       "      <td>36.2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n",
       "0  0.00632  18.0   2.31   0.0  0.538  6.575  65.2  4.0900  1.0  296.0   \n",
       "1  0.02731   0.0   7.07   0.0  0.469  6.421  78.9  4.9671  2.0  242.0   \n",
       "2  0.02729   0.0   7.07   0.0  0.469  7.185  61.1  4.9671  2.0  242.0   \n",
       "3  0.03237   0.0   2.18   0.0  0.458  6.998  45.8  6.0622  3.0  222.0   \n",
       "4  0.06905   0.0   2.18   0.0  0.458  7.147  54.2  6.0622  3.0  222.0   \n",
       "\n",
       "   PTRATIO       B  LSTAT  MEDV  RM_int  \n",
       "0     15.3  396.90   4.98  24.0       6  \n",
       "1     17.8  396.90   9.14  21.6       6  \n",
       "2     17.8  392.83   4.03  34.7       7  \n",
       "3     18.7  394.63   2.94  33.4       6  \n",
       "4     18.7  396.90   5.33  36.2       7  "
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_boston.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe47039dba8>"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6JseUXI8gBwAAAEAMRV3UpmVyjECO69VpROUjyAEAAACQFzUYmF6uNlXG5sUj0CHIAQAAAJDnTDUYmN54IPyZIAcAAABA7MyVyZEUmwVBCXIAAAAA5OWDnPMaD4SPxaP5AEEOAAAAgLwokDm/8UDxY42OIAcAAABAXqG72myZHMrVAAAAAMRMlK1JFUUKKTPK5BDkAAAAAIiZfCanaE6OZUSPUa4GAAAAIGZmm5NDJgcAAABAbBVaSM+ck0MLaQAAAACxk8/kGIX76K4GAAAAILborgYAAAAgUQpBTuG+KOChXA0AAABA7BTK1YoyOcb0xxodQQ4AAACAvKgkbbZ1csjkAAAAAIgd5uQAAAAASJRZu6uZdFcDAAAAEFOO48gwJKu48YBReCwOCHIAAAAA5DmOM20+jsScHAAAAAAx5rqubNOYdl9hTg7lagAAAABixnWdaU0HJMk0wj9kcgAAAADEzmzlalKYzaG7GgAAAIDYCcvVZt6fMg3K1QAAAADEj+M4so1gxv22SbkaAAAAgBhy3bmCnIAgBwAAAED8hOVq/oz7wzk5lKsBAAAAiBnHcZSaJZOTMnwyOQAAAADix3FyM1pIS5SrAQAAAIgp18nJNmbebxsBLaQBAAAAxI/rOErNkslJGYFcMjkAAAAA4sZxnFnXyQnL1XK1H9AiEOQAAAAAyHNcZ445OayTAwAAACCGXMdlTg7QjB5++EHdd9898jyv3kMBAACoKMedY06OqdjMybHrPQAgbjzP0+c+9xlJ0jXX/ITWr7+4ziMCAACoHMd1556Tk4tHkEMmByhT8Uq/calLBQAAKJXrerJnWQzUNqefBzUyghygTMUlap4Xjzc6AABAKTzPUxAEs2dyjECOE49zH4IcoEzTgxzm5AAAgOSIqlTmnJNDJgdIpuLsTVze6AAAAKWIzm2sWaIEywzkTmV6Gh1BDlCm4sCGTA4AAEiSfCZnljk5KUMKgiAW5z8EOUCZit/YZHKQJN/85r/o53/+/9L+/XvrPRQAQJ1E6+DM1V1NikfjJYIcoEzFi2DReABJ8uyzTysIAp0+fbreQwEA1El0AdeeZU5OFPjE4SIvQQ5QJtclk4Nk8/3GL0MAAFRHofHAzMeiZgTFF3wbFUEOUKbiwIYgB0liGIYkyff9Oo8EAFAvUZAz6zo5xvTnNDKCHKBM04Ocxn+TA+UiyAGA5lUoV5v5mJ3P5DT+RV6CHKBMxYFNHN7kQLkoVwOA5lVoPDD3nJw4ZHLseg8AiJviICcOb3KgXJ5HJgdoVo7j6OWXX5zRWGfVqjVat259nUaFWkrKnByCHKBMjuMW/dz4b3KgXHFY/wBAdTz++CP6u7/77Iz7u7u69MUvfT0/dw/JlV8MdJY5OZYx/TmNjCAHKFNxYBOHNzlQLlqjA83r1VePqMWWPvL6ofx9z/an9Z0j0vDwkHp6ltZxdKiFUjI5cbjIW9U5OSMjI7rzzjv1rne9S+9+97v1wgsvaGhoSL/6q7+qd77znfrVX/1VDQ8PV3MIQMVRroako/EA0LyOH39Vq9s8XdJV+LN1qTv12LE6jw61kJ+TM1t3NdbJCf35n/+5brrpJn3/+9/Xt771LW3cuFFf+MIXdP311+vf//3fdf311+sLX/hCNYcAVFxxYEOQgySiXA1oXkdfPay1HdNPYNd0hJ8JR4++Wo8hocbm7a5mkMnR6Oionn32Wd1+++2SpHQ6re7ubm3btk233XabJOm2227TQw89VK0hAFVBkIPkCr+8CHKA5jQ2Nqaz54Z00XlBztK0r/ZUWMqG5Juvu1oqRpmcqs3JOXbsmJYtW6Y/+qM/0u7du3XllVfqIx/5iAYHB9XX1ydJ6u3t1eDgYLWGAFRFvlzNtGPRXQQoVTBVphaHLy8AlXfkyCFJ0kWd0y90GIa0rsPVkcMH6jEs1Fh+MdBZUiEW3dXCL8kf//jH+uhHP6qrr75aH/vYx2aUphmGMWuXjs7OFtm2Va2hARfEig7NVIskXz097fUcDlBB4ZdXKmVyXANN6PTpcM7NxZ0zL3Rc3Ono8VcPq6urRZbFOVqSpabSNalZ5uSkjMJzGv17ompBzqpVq7Rq1SpdffXVkqR3vetd+sIXvqDly5erv79ffX196u/v17Jly2a8dmwsW61hARdsZGQ8/MFMaXx8UkNDE/UdEFAhuVxOkjQ+nuG4BprQrl2vaEmL1NMy8+T24i5PmWM57d69X2vXrqvD6FAr0XnOrHNypjI5IyPjDfM90dvbNev9VZuT09vbq1WrVungwYOSpCeffFIbN27ULbfcovvuu0+SdN999+ntb397tYYAVEUul5MMU4FpyXFy9R4OUDFRmRpzcoDmdGDfHl3aNfv32oau8PNh//59tRwS6qCwTs7Mxwrd1Rq/XK2q3dU++tGP6vd///f10z/903rllVf0wQ9+UB/4wAf0gx/8QO985zu1Y8cOfeADH6jmEICKcxxHhmXLNyzlco3/JgdK5eWDHObkNLNXXz2iT3ziT7Vz50v1HgpqaHx8XCdOndClXbO//9d0eGqxpX379tZ4ZKg1x3Fkm+FcrPMVuqs1/vdEVRcD3bp1q/71X/91xv1f+cpXqrlboKpyuaxk2goMK/wZSIjo6h2NB5rbSy+9oOeff05dXd16zWteW+/hoEb279+jIJA2Lpn9/W8a0qWdjvbtfaXGI0Otua4r25wlwhGZHCDRHMeRTEsyLWVzlKshOaIyNYKc5ka5YnPas2e3DEPa2D33+/+yJY4OHzmkTCZTw5Gh1lzXmXU+jlQoYYvDEhoEOUCZcrmsAsNSYNrKZsnkIDlcj0wO+P03q1de2al1nb7a7JlNByKbe1z5fqB9+/bUcGSoNdd1lZpljRwpLGFLmfH4nCDIAcqUy+UUmJZkWPluVEASuG54BZ8r+c2N33/zcRxHe/fs1pYl81+4u2yJK8OQdu16uUYjQz24ritrngjBMg2CHCCJcrmcfMOiuxoSJzq5pfFAc6PLXvPZv3+vco6jy3vmf++32YE2dHnaRVOKRHNdV/bsU3IkhfNyCHKABMpms2Emx7TlkMlBgrjMyYFoQNGMdu58SYakrUsXnmextSenffv2aHJysvoDQ104jpPvojabMMhhTg6QONlsVjLsqUxO47/JgVL4vi/f9yXFY0IpqocGFM3nxRef14ZuT52puU9sI1cuc+T5vn784501GBnqwXUXCHKMIBafDwQ5QJmy0Zwc05LrOvkTQyDOir+wvBh8eaF6oiA3DldqceHGx8e0b98eXbm0tEY6m5c4SlvSiy++UOWRoV7COTlzn9tYZhCLi2EEOUCZstlwnRyZ4TJTNB9AEhQHOZzcNjfK1ZrLSy+9KN8P9Nrlpb3v05a0pSenF55/psojQ724rqvUPJmclBGPuZsEOUCZwu5qtoJ8kEMbacRfcWBDQ43mFh0LHAfN4YUXnlN7Sto0z/o457t6uaNTp0/rxInjVRwZ6sVdcE4O5WpAIjlObmoxUDI5SA7HKc7kNP6XF6onX64Wg3KURuK6rs6cGdD4+Hi9h1Iyz/P0w+ee0muXZedtGXy+1y0Pv/d++EOyOUnkus78LaQNPxbfEwQ5QBmCIJCTC7urBaYlScpmWfkZ8VecyeHktrlFQQ6ZnPJ85jN/pd/6rV/Tb/7mr2hsbKzewynJ/v37NDI6ptcvL+933dvma12nr2effapKI0M9OU5O9hyLgUph4wHm5AAJ47qugiCQzBSZHCRKFOSkzEAOc3KaWr5cjc+2shyfKt1yHEeDg2fqPJrSPPPMk7JMlTwfp9g1KzLavfsVDQ8PV2FkqKcF18kxglhcDCPIAcoQzb+ZPieHEwHEX1R60GIFcp3GL0NA9URXaHNkcsoyOjoqP90hSRobG63zaBYWBIGefmq7ruzJqaOE1tHne0NvTkEQ6Lnnnq7C6FBPruvInidCsM14ZHoJcoAyZLNTTQamWkhPuw+IsejEtt2Kx4RSVI8zdTGHYLc84+Nj8lu6JMUjyDl8+JBO9/fr2t7Fnayu7/TU2xboySe3V3hkqLcwkzN/4wG6qwEJE2VtijM5zMlBEkSBTasdyI3BlxeqJ/qcy8WgHKVRZLNZ5bIZ+W09kqSRkZE6j2hhTz65XaYRZmQWwzCk63oz2vnyixodbfygDqUL18mZ+3HbiMdSAwQ5QBkKmRzWyUGyRJmcViuQ43p1Hg3qyXHCzzmCnNKNjITzUvzWnmm3G1UQBHpyx+PautRRV7r8UrXIdX1Zeb6vZ555soKjQ725rrdAJicemV6CHKAMhTk5VlEmh3I1xF90Va7VDuT7vjyPQKdZ5bLhhRvP8zgOShQFNUG6Q4ad1vDwUJ1HNL8DB/bp1OnTelPfhX1/XdLlaWV7oB9sf6xCI0Mj8Dxv/jk5RhCLzwaCHKAM0zM5zMlBchTPyZHiUYqA6ihuOMBxUJpz585JkvxUu4JUu4aGztV5RPPbvv1x2ebiS9UihiG9qW9SO3e9rHPnzlZodKg315s/k2OZ8VhPjSAHKEMU0EzvrkaQg/iLFgNts4Npt9F8cjlH5tQJDuW4pTl3blCSFKTb5dptOnu2cU/4Pc/TD7Y/oquXLa6r2vmuX5lVEATaseOJCowO9eb7vnzfX2BOTjyWGrDrPQAgTvJf+MzJQcIUl6tJisVCb6iOnOOo0w404hh8vpUoCmoCu01Bql1nGnidnJ07X9TQ8Ije/JrKXKBb0+Hrkm5Pjz/2sN7znp+pyDbj6Nlnn9bdX/mSgsCfdn9LS6v++3/7H1q5clWdRlaeKEOzUCaHcjUgYYrn5MgwJNOiXA2JUNx4QKJMqVm5rivf99WRCk/UCHJKMzh4Rka6QzJN+el2DZ07K9/3F35hHTz22CNqT0lXL6/c7/bNKzM6eOigjh59tWLbjJt/+9531H92SCfczqI/HTp29Igef/yReg+vZPkgZ4FMjhuDBjUEOUAZ8gGNFWZxDMsmyEEiRF9sbfkgh3K1ZhQFNZ1TZUx8vpVm4MyAvKmFQIOWTnme15DzciYnJ/XM0z/QG3szSluV2+71K7MyDcXqZL6ShoeHtGvXy8quuEyZjW8t+nOzvK6VemL74wqCCy8NrIVo/RvLmPs5til5vt/w/yaCHKAM+Tk5xlSlp2kzJweJEGVy2ihXa2rRZ1wU5PD5VprTp0/LS4VBjp/ulCQNDAzUc0izevrpHcrmHN2wqrK/1yXpQFcty+nxx7bFooyp0rZvf1yB78tdvnHGY86yjTp54pgOHtxfh5GVr5DJmadczZj+3EZFkAOUIf+FP9VZLTDJ5CAZ8nNyLIKcZhZ9xnVSrlYyz/M0ODggvyUMboKpv/v7T9VzWLN69NGH1Nce6LIllT85vWl1VmfPndPOnS9VfNuNLAgC/fuD35Pf0Su/bemMx51lGyTT1kMPPVCH0ZWvMCdn7udEARBBDpAg2Ww2PxdHkgLD4iQAiRB9WbVSrtbUKFcr39mzg/I9T0FrtyTJb+mSJJ0+3VhBTn//ae3atVM3rZyUMc8J7GK9bnlOHSnp0Ue3VX7jDWznzpd04vgxZXsvn/0Jdotyyy7VY48/otHRkdoObhGiz35rnkyOnc/kNPbFMIIcoAy5XE6GWWhKGJgW5RxIBMdxZBlSisYDTS2fybHDTE42m6nncGLh1KmTkgrBjUxbRktH/v5G8dhjD0tSxUvVImlLemNfRs88vUPj4+NV2Ucjuu++e6R026ylahFn1ZVycjk98MC/1XBki1NKJscyou+Jxi5NJMgBypDL5fJNByTJN+iuhmRwHEe2JaWmvhUIcppT9HnWlWadnFKdPHlCkuS3dOfvc9NdOjF1fyPwfV+PPvKgrljqaEVb9bq+3bQ6q5zj6KmntldtH41k797deumlHynbd2W+wmM2fttSuT3r9O3v3KeJiYkajrB8hUzO3M+JHouaFDQqghygDLlcNr8+jiSJOTlICNd1ZRtGfm0EFgNtTvkgJ+VPu425nThxTLJsBVPd1STJa12i48eP1XFU0+3e/WP1DwzoplXVzcxd2uVqbaevRx5+sKr7aQRBEOjrX/+qlGpVrm/rgs/Prnm9JifG9e1v/2sNRrd4UeAy3zo5thGPsmaCHKAMuVzj5dw1AAAgAElEQVROgVG4WhOYlrJc6UQCuK4j2yysjUAmpzkVGg/QXa1Ux48fU9C6RMUTXfzWJZoYH9PIyHAdR1bwyCMPqdWW3tBX3e8rw5BuXDmpPXv35DNcSfXDHz6rH//4ZWVWv06yUgs+3+9YIWfZBn3729/UmTON13kvks/kzFuuFv5NJgdIkFwuFy4EGjFsyjmQCI7jyDaD2FyhQ3XMbCHN59tCXj16VG5RqZoUBjmSGiKbk8lk9NST23Vdb0YtFVwbZy5vXpWVYYSBVVLlcjl9+ctfUNDWI6d3S8mvy170Bjmer69+9ctVHN2FiVqAz9dCunAxjDk5QGI4Tk6BUXjbBKYlx+EkAPEXlqsVvrxoIV26/fv36jd+41d05Miheg/lgkVBTZsdyDIoV1vI5OSEzg4OzGgdHN1+9dUj9RjWNE8/vUOZbFY3VqnhwPmWtgS6apmjxx/bJt+v3vyferr33n/WwMBpTa5/k2SWfiodtHQpu/q1evLJ7XrhheeqOMLFi7L482dy4nExjCAHKEM2l5NfVK4mkxbSSAbXdWWbQX5CaaN/eTWSp57aoeHhIb3wwg/rPZQLFgU1aTNQ2jIIchZw7NhRSZoR5ATpDhl2WkePvlqPYU3z2KPb1NsWaHNP7d7TN67KaPDsWe3a9XLN9lkrhw4d1H333Stn+SZ53WvKfn1u1VUK2nr0d5//Xw3ZhCDKztB4AGgyuVzuvMYDllyueCMBPM+TZRTK1Zpx1XIU5uCEQQ5zchYSZWq88xeBNAy5rT11z+4NDp7Rzl0v6YaVkzKrsDbOXK5ZkVObXWhbnRSO4+gzn/2UfLtFmfXXLW4jpqWJS27U2bODuvvuv6/sACsgClyseRoPFObkNPb3BEEOUIawXK2o8YBhyXUdBcHcHwZAHLiuI9sIaDxwAZLwOZDNZmUobCWetgIy1Qs4cuSQDCulIFojp4jXtkyHjxyu63GxffvjCoLqrY0zl7QlXdeb0dNP/SBRay19/etf0bGjRzRx8Q2S3bro7fidfcquukqPPPKQnnrqBxUc4YXLz8mZJyiOy9xNghygDLmcM70XvmkpCIKGv5oBLMR1XVlGEJta60ZkVGMZ+RrL5XJKWWGXrLQZUK62gMOHD4dZnFl+9377UmUmJ+raSeuJx7dp4xJPK9trPzfmzauyymSzeu65Z2q+72p4/vnn9N3vfku5vq3yetZd8PZya14vv6NXf/u5z6i//3QFRlgZhXVy5snkxKSsmSAHKIPj5KYFOVFWh6udiDvPdWUbQWzKEFAduVxW6amDIGX6fLbNIwgCHTp8UO75pWpTvLZlkqTDhw/Wclh5R48e0ZFXX9X1ffXJpFze42ppq7R9+2N12X8lDQz0628+81cK2pcru+4nKrNR09LEpW9VJufqrz71Fw3T7CUKXObL5FgxKWsmyAHK4DjOtO5qUcBDaQ/iznUdWWYhyGn0K3SojlzOUWrqCm7a8OkeOY/+/tPKTE7Ib18+6+N+exjkHDpUnyBn+/bHZRjSG1fWJxtnGtKbeif1wgs/1OjoaF3GUAmO4+iuuz6hyWxO4xtvnj4v9wIFrd2auPhGHTywT1/5yhcrtt0LEQUu83VXs1knB0ge13Wl4u5qUwEPq8Mj7sJytbDqxjIIchYjCXNycrms0lNnBikzUI5ytTkdOnRAkuTNEeTISkltPfnn1VIQBNrxg8d0xVJHS9L1Oy7fuDIrz/P03HNP120MF+rLX/68Dh7cr4lLbgwXfa0wd9klyq16jR544N8aolFDvvFASeVqZHKAxPBcd1pP/IBMDhLC89z81TnLbPwrdI0oCXNyHMdRygznb4Td1ZIzabzSDh48IBmG/PbZy9UkyWlbpv0Hah/kHD58SKdOn9Z1vfUNUjd0eVrRFujJHU/UdRyL9eCD39NDDz2g7OrXyl16SdX2k73oDfK6V+tzf/dZ7d+/t2r7KUW+hXRJ5WqN/T1BkAOUwXWdad3VokwOQQ7iznPd/JU7yzDkeclcxA/zc5yc0lPHQcoMGmaeQCM6dOiAgral85YveR3LNXRuUMPDQzUcWbgAqGFI1/bWt9zQMMIuay+99CONj4/VdSzleuWVXfriFz8vd8lFyq29pro7M0xNXvo2eVab/uKTf65z585Vd3/zoIU00IQ8zwvLUYrn5BhRJqexr2YACwnXyQl/JpOzOMkoV8spZYQBbsqUHBoPzCoIAu0/sF/uXKVqU/z2FZKmsj419MzTO7Slx1F3HUvVItf25uT5fqwWyx0Y6Ncn//Lj8lo6NXnpW6d/71dJkGrV+KZbNDwyor+86+N1u8BQypwcuqsBCZO/YlH0YRfkMzmNfTUDWIjnezKNKJPT+FfoGlEiytVyOdlFmRy6q81ucPCMxkZH5p6PMyV6/ODB/bUYliTp1KmTOnrsqF6/ojF+dxu7XS1pkZ555ql6D6Uk2WxGf/EXH9P4ZEYTG98u2S0127ffvlwTl9ykfXt364tf/FxdLpzku6vNEyHEZdFoghygRNEbPzCLMznhSQ1XvRF3vufnV0S3DNZ+alau6+RPbmxDcvlsm1UUtHgdK+Z/op2W2pbUNMh5/vlnJUmvX94YQY5pSK9bltGLP3qu4a/8B0Ggv/3bz+jIkUMa3/BW+W09NR+Du2yDsquv1sMPP6gHHvi3mu/f8zwZUv77YDYW3dWAZMm/maeVq5lTj3FCiHgrLlczDcn3mZNTriSUqzlOLt9C2jYDOkfO4cCB/VNNB5Yt+FynbZn27d9Xg1GFXnjhh1rdEdRlAdC5XL3C0cRkRnv37q73UOb17W9/Uzt2PKHsRddWZMHPxcqtvUZuzzr9wz/8vX7845013bfruvlytLkUFo1u7HMfghygRPk38yxBTqNfnQIW4geFTA5BTvNyHSffZS9lBny2zeHgwf0LNh2IeO0rdO5sbZoP5HI57dr1kq5a2lhd8a5c6sgypB/96Pl6D2VOL7/8or7+9bvlLL1EuVWvre9gDEOTl75VXkuX7rrr/9Pg4GDNdu373sJBjll4biMjyAFKlH8zzzInp9Hf6MBCPM/Pz8kxmZPTtNxpXfYkz/cTkaGqpFKbDkT8jto1H9i7d7ccx9WVyxqrK16bHejSblc7X/5RvYcyq7NnB/WpT39SfluPMhtuypei15WV1sTGt2lsYkKf+vRf1OyCg+t6shb498dl0WiCHKBE0UlfoKI3f75cjaveiLcg8PNfCKYRkMlpUm7Rekl2TDoo1VqpTQcitWw+sHPnSzINaUtP4/3Oti7Naf+B/ZqYmKj3UKbxPE+f/vRfanxiUhOXvi1cxLVB+G1LNXHxm7V3zyv6P//nH2uzT9+bt7OaFF4IM9T4F8MIcoAS5U/6jJmNBzghRNz5fpC/eGkoDHrQfDyvUKpixaSDUq2V3HQgMtV84MCB6gc5u1/ZpfVdntrsxsu+belxFQSB9u1rrHk59913j3bv3qWJ9W+qS6OBhbjLNyrXu1nf+va/6uWXX6z+/tyFy9WkaKmBxv5sIMgBSlRoIV2cyaG7GpIhmDYnJ5DvN95JUqNLQgvp4rLFuHRQqrWw7MyQ37Zw04GI07ZMB6pcrua6rvbt26PN3Y3RVe18G7sdGYa0e/cr9R5K3qFDB/SNb/yTnGWXyl2+qd7DmVN23RsVtC7RZz/7aY2Pj1d1X2EmZ+HP/7CsubE/GwhygBIV6tKLT2SiOTmcECLefD/IfyEYIju5GEmYu1JcqhIFvRwL0x06dFBBe49kLdx0IOK3L9fZwQGNjo5WbVxHj76qnONoY3djnni22dJFHb4OHKhdp7n5eJ6nz/7Pv5Zvtyhz8fWNMQ9nLlZKE5fcpHNDZ/WP/3h3VXdV3GlzPrZpNHypPkEOUKJ8+c60TM55jwEx5QeFcjVTHNPNyvOmZ/QkgpzzHTx4QG5r6VkcqTAv5/Dhg9UYkqRCGd2GBg1yJOmSzpwO7N/TEBcEvve97+joq4c1ue5NNV3wc7H8zl7l+q7QQw99v6qtuD3Pm3eNnAiZHCBBCl/0xe/+8OdG+MAGLkgQyNDUcWwE4pBuTv60BhRT9xHk5I2MDGto6Ky8jvKCnGg9nSNHDlVjWJKkw4cPqdWW+toa9/d1cZenkdExnTt3tq7jGB0d0T9/45/kLlkrd+nFdR1LObJrr5HS7fqHf/hi1c47wkzOwtu2YtCFkyAHKFG+JK0oxgloPICECFQ4tM38PShHEj4HAj/IZ3Ci44Fy3IIjRw5LUlnzcSQpSLXJSLfr8OHqBTnHjh3R2o7SrsLXy0Wd4ZX/Y8eO1nUc9913rzKZSWXXXdfYZWrns1LKrHm99u/fo+eee7oquwgzOSUEOWZAuRqQHLPNySGTg2QIgmDaoc2JbXPyg0KTfINy3BmiICXKzJTDaV2qQ9UMco4e0Zq2xlof53xrO8Ir/8eOvVq3MYyNjen7D/ybnKUb5Lctrds4FstZcZnU2q177v1GVc49PM+l8QAAIFnOP7lFeRJzscOY9ldy/l0VcPToERnpdgWptrJf67cv04njx6pS4pPJZDQ0PKKV7ZUJSINA2nasRX+3q1MPH2+pWPlqdypQqy2dOnWqMhtchMce26ZcNqPc6qsqv/EgUKr/FbUeeEyp/t2qSt2vYSrTd4UOHthXlbWXPM8vKTigXA1IEL7oAcwnKZ8Rxnl/o+DIkcNyWpfM+ph9Zp/sM3N3DvPaeuS6jk6dOlnxcQ0MnJYk9bZW5qTz4eMt+sreTu043aK794SBTiUYhtTb6qu//3RFtrcY2x5+SH5Hr/wSF3MtR2pgt1qPPKnU2QNqPbJDqYHqNAhwlm+UTFuPPLKt4ts+v4X09pNpbT+ZnvE8ywjk+wQ5QKIEfPUDmEUS1snB3Hzf17FjR+W3zl7ilDqzT6l5gpyoNOrVV49UfGyDg4OSpGWtlcnkvDCYnvf2hVjW4ursYH/FtleO06dP6eirh5VbtqEq27eHjs57u3I7apGzZK2efubJil9cOb/xwOMnW/X4ydYZz7MM5uQAiWPMMiE7KVdwAUlTJRYc0wjx+RYaHDyjXC4rv61nUa/3pzJAJ04cq+SwJEnDw0OSpJ50ZU46c54x7+0LsSTta2joXMW2V46dO1+UJHlLLqrODnx3/tsV5C1Zp6FzZ3X8eGWPJ891S2o8YIpyNSAxZr9KG34QmCZvJcRfkP/bEMVK5UtKJic47++k/LsuVBSc+HOUqy3ISkktnRU/KZUKQU53uvED0u50oJGR0boEz/v27ZORal3877CBeJ19kqT9+/dWdrueW9JioJSrAYmSn4ZbuKvxv0+A0hUdz5zXNifDMPLHAUHOdFFwsthMjiS5LUt09GjlO4tNTEzIkNRqNf6XUpvly/N95XK5mu/7xMnjcluWJOIDzm/tlgxDJ0+eqOh2w3K1hZ9nGgGZHCApzGjxgeITwakbnAQg7gzDmHYFn2O6fEnI6BoqyuRES4MZ8f93VcLJkydl2GkF9sz5CaXyW7t18tTJimcxJicn1WobsTh3b7PDf/vk5ETN9z04OCg/3V7z/VaFYcpIt1d8YVXfL22tJUsEOUBiFL7oZ345cUKIuAuDnKl1n8J76jkc1IlhGvKD4uOg6AJPkzt16oS8lu4LygL4Ld3KZiY1MjJSwZFJjuMobVV0k1WTmvoqdZzar+mTzWYUmKma77daAiulTGayots8v/HAXExDlKsBSWEUVsYr3BkwJwfJYBpG/tAOAoNjuklZpqlo6nq0HqxpxuTsucqOnzghL911QdvwW7slhQFTJYVX3xu/VE1S/gTa92vfmcs0rVmbB8VWEFT8/el5pWVyTCOQ5xLkAIlQOOkr/oD0z3sMiCfDMAont+LqfbMyTTMf3HhTGR0+38ITv8HBAfmtFxbkBC3h6yu9Tozvx+fEPfpkqUeQ097eLrnZmu+3Wgw3G/6bKsj3/RIbD5DJARIj/0VPJgcJVHxyGwTMw2hWpmnJmzoOCpkcjoVz587K9zwF6c4L2o4/9fqBgcquE2Pbhd9bo3Ongmfbtmu+794VK2Q5tZ8LVBW+q8DJaPnyFZXdrFdaVtA0aCENJMasmRyCHCSEUVSu5otytWZlWWZ+Tk500mzblKtFQYnfcmFBjixbRrpN/f2VDnJsuX48sq/RcWVZtT+u1q69SObkkBRUKYvk5dTa2qrbb79dra2tkle9DnLmZNg2fO3ayq7545XYeIA5OUCCRB/IxrSuOMHUY7W/IgVUknneXAyCnOZkWZaiRcy9qZNmPt+kM2cGJElBuuOCt+WlOjQ4OHDB2ynW2tqmjBsoDuu2TrrhcdXW1lbzfW/YsFHy3XyAUGmGm9N73/te/fZv/7be8573yHCrF+RY4+ExtGHDxopu1/f80rqrxaCFNJ9cQInyX/RFV4CMqZ/rcUUKqCSzqKuWT+OBRUlCl0XbsuXm5+SEf/P5Jp09OyipUG52IbxUuwbOnLng7RRrb2+XH0g5X2qpwK9r0jXU2tqq9773vbr//vs16boXvtFo254hwzDU2lr7IGfr1islSdboSfntyyq+/cBO6/7771cQBPrud7+rwK5eu2pr5JR6li5TX9/Kim631EyOQSYHSA7LiubkFKW5CXKQEKZpFpWrJeOEvdbqsYJ7pdm2nW844AXhZxvHQri+imGnJevC2w8H6Q4NDlY2yOnsDBsajDqVOa2bcI1pGYkJt3LHwJhjqrO9vS7HVV/fSvWtXC176Fh1dmCllclkdO+99yqTyUhWujr78X2lR0/o9a+7puL/j74flNRC2jIkz6t984hykMkBSjRbJocgB0lhWda0xgP1mBQcd0kIBmzbVlRh4/iGbD7bJIWNB4JUZa7KB6l2ZSYnlM1m1NKy+IVFi/X0LJUkjeQMrajAJtvtYFpGYqVduQB+OGdoSU9PxbZXrjde90Z95/5vh13W7Ja6jeNCWKMnFbhZXXvtdRXfdqmLgZpG2KSgkZHJAUoUTb41CHKQQFZRVy0vMFgbpUnZqZScqbk4LsFu3rlz5+TalQlI/FRYpjU0VLl5IT1TQcNQtjKndW12MC0j0VbBIGcoZ6ln6fKKba9c119/oxT4ss8dqdsYLpR99qDSLa163euuqfi2fd8vKTgwjUB+g2dyCHKAEtn2VJlC8ZycqT7/+ceAmDIta1pXrXx5JkqWiHK1VDrfeMD1DaUIciRJZ8+dVZCqzBySoApBzooVvZKkM5nGvzgxmLXV29tXt/1v2rRZfStXKT24v25juCCeo5ahI3rz9TeopaXymSjfD0psPFCftY7KwbcYUCLTNMOZdrNkcrjaibizLLMw4dwnO7kYSShXS6XScqaCXceXUiku4EjSyMiwAruyQc7w8LmKbE+SlizpUSplazDT2Kd1ji8NZ1TXIMcwDL39lp+UNXpKRma4buNYLPvcYQVuTjff/PaqbN/z/dLXyaHxAJAMhmHItmyp+E1NkIOEsCy7qFwtoG1wk0qlUvn1VlzfkE2QI8dxlM1MKkhVplwtmCp7Gx0drcj2pPD7aWXfSp2abOyLE/2TlgJJq1atrus43va2d8gwTaUH9tR1HIvRMrBHq1av0RVXvKYq2/f90lpImyKTAySKZVvT5uQYQRjwEOQg7mzbzq+LQiZncZJQrhZmcsJTA9c3yORIGh0dkVQITi5UIcgZqcj2ImvWrtepycb+fZ2aCI+tNWvW1nUcS5cu03U/8aawZM2vXHvsajMnBmWO9etdt/5UVTLHUdBSWuOBgCAHSBLbTk3P5Ez9zIkA4m5aJscncF+MZJSr2XKjcrUgDHqaXZRxCSrVicuyJdPSyEhlg5y1ay9S/4Qht4HPO4+Ph58rq1fXN8iRpFtv/SnJycg+e6jeQylZqv8VpVJpvfWt1SlVywc5JTw3XCensS/sEOQAZUilUlJQXK4WBTmcCCDerKn1UfxACkQmp1nZdqG7muMZSqX5bBsbq3CQI8mwWzU+Plax7UnS+vUXywukkxON+949Nmapd/lytbdXb5HMUr3mNa/V6tVr1dK/u95DKY2bVXrwoG666a3q7LzwRWln4021hC51Tg6ZHCBBUqlUvqOaVOiuRiYHcWfbKXm+8leByeSULwnlaul0Ws7UMeAEBhdwpHwwElRwYcfATlchyLlEknR0rHGDnKMTKa27+NJ6D0NSmHl997vfI3N8QObYQL2Hs6DUmbC07l3vek/V9lFWuZokPyDIARLDtmfP5HBCiLiz7bBMKVrtnmO6fMkoV0sXGg8EptJkcjQ+Pi6pskGOZ6by262UtWsvUipl68hoY753s550YtzUhg2NEeRI0lvecovS6RalBho8mxMEajmzR5s2Xa4NGzZWbTflz8lp7As7BDlAGdLptIzz5uTYqVQiTm7Q3CzLkhcU2khTrtacUqmUclOTsxyfTI4kTUxMSAqzL5USWGmNVTjIsSxLF6+/RIcbNMg5OmYrCKRLL63eSXq5Ojo6dNNNNyt99pDk5uo9nDlZo6dkTA7p1lvfXdX9lBfkUK4GJEpLOj0tk2P4nlIsBIoEsO2U3ED5hSBZ4LY5pdNpOZ4UBFGQw3EwORkGOTIrG+RUOpMjSRs3bdahsZQa8QL7wZEw+Nq48bI6j2S6d7zjnZLvKnX2YL2HMqfUwF61trXr+utvqOp+yg1yil/TiAhygDKEmZyidpOBK5srnUiAsFzNzJcqUa5WviTMyUmlUgokeQGLgUYmJsYl05bMyp0yBVY6nyGqpMsuu1wZVzox3niZ2IMjtpb29Gj58hX1Hso0GzdepovWXaz04L56D2V2Xk6poSO66ca3qqWlMm3M5xIEUXe1EhoP5F/TuJ97BDlAGVKp9PR1cnxP6TQnAYi/VCrM5ETlapzcNqfo9+74lKtFJicnZVSwVE2SZKWUzU5WdpuSNm3aLEk6MNJ4Fyn2j6a16bIt9R7GDIZh6Ja3vV3m2ICMzHC9hzODffaw5Lu6+eZbqr6vKCtTSgW+QSYHSJZ0Oi0zmD4nJ52uXFtRoF5s25brK5/JYU5Oc4qCGsc35PgBwa7CICewKvv/EFgpuY4j163sQpRr1qxVZ0e79g83VpAznDPUP2Foy5at9R7KrN785rdIhqHUYOOVrKXOHlJv70pddtnlVd9XuY0Hwtd4CzyzfghygDKk0+lpi4Eavqc0JwFIANu25fkGmZwmF/3eXd+Q63EcSFImM6nArHCQM7W9ycnKZnMMw9Dmy6/Q3pHGuvi2bzj8927e3HiZHElavny5Lr98q9JDR+o9lOncrOzRE7rhhptq0uConMVAmZMDJMxsc3JaWhrrywRYjHBOjpiT0+SioCbnh/NyCHLCQMQ3K/x+mMoMZTKVL1nbsuUKnRw3NJprnK6f+4ZspWy74ZoOFHvTG6+XMXFWRmak3kPJs4eOSkGg6667vib7i+bXlLQY6NTfjdxGmiAHKEOYySkEOYbvEeQgEWw7JdcLihYD5eS2GUXBbcYj2I1MTFYjkzP1/5zJVHS7UhjkSNLeBipZ2zOc1qZNlzV00HzttddJkuzhY3UeSYE9fExdXUu0ceOmmuyPOTlAE0unWxQUlauZgcdieUiE/JwcFgNtalFwm3GNabeb2eTkhAKrsu+HoIqZnE2bNitl29oz1Bi/u6wnHRm1dPmWK+s9lHmtXr1GK3r7ZI2cqPdQQkGg9OhJve51r5dZwc5+81lMuVoQEOQAidDS0hLOyZl6UxsBjQeQDFHr4KxXuI3mEwW32alMDsdBmG2pdCanUK5W+UxOKpXSpss2a+9wY1yA2z9sywukK654Tb2HsqDXXnW10uOnw4Wi6szMDClwJnXVVVfXbJ9lZXIUNR4gyAESIZ+1mcrmhC2kG+OLBLgQXMGHRLnabDKZyXxQUilRuVp+odEK27r1NTo8ailT2eZti7JnKCXDMHT55Y3ZWa3Yli1XKHCyMjND9R6KrNHTkgrlh7VQmJOz8HMLmZz6B4RzIcgByhBlbfLNB3waDyAZUqmpk678FXxObpvR+UFOs7cSD4JA2Ww2H5RUbLtWdbqrRa644kr5gbR/pP4XK/YMp3TJxZeovb293kNZ0ObNYZtmc2ygziORzPEBdXR0atWq1TXbZz6TU8Jzo+eQyQES4vxMjjyXcjUkQpS5mXSjk1uCnGYUBTVOvgFFcx8HmUxGCgIFVqUXA01Pbb86Qc7mzVtkmoZ2D9X39+f60oGRlLZecVVdx1Gq1avXKt3SKmtisN5DUWryrDZu3FST1tGRaH5NSd3VaDwAJEuUtTF8N/zi81zK1ZAIzMWAVAhuo+PANJs7kzMxMVVOVoXFQKdtv8La2tq14ZJLtXeovt9Ph0Zt5bwwsxQHpmlq/fqLZU2eq+9AAl/G5JAuvnhDTXcbtYOmXA1oQvnStHzzgYByNSRCFNQU5mIQ5DQjywpPCxzfmHa7WUVzZiqeyTEsyTA1Pj5e2e0W2bL1NTowauezcvWwZyqTVMt5JRdq/br1sjPDdR2DkR2VfE/r1q2v6X6jTE5p5WrB1GsIcoBEKJSrufn1csjkIAmiTM4kE86bWlSu5gbTbzer8fExSVJgVzrIMWSkWjQxUb0gZ+vWK+V40uHR+r2X9w6ltHrVKi1Z0lO3MZRrzZq1CpxJyc3WbQzm1IKkq1evqel+WScHaGLFjQeMqXk5zMlBEkSZG8rVmpthhKcF3lQmJ7rdrMbGpoKcSmdyprYZbb8aLr98iyRpX50WBfUDaf9oWlu2xmM+TqSvb5UkycxW73ezEDM7KklaubJ2TQekou5qJTw3eg5BDpAQ+YAm8PKZHMrVkAT5rlouXbWaWbTooBdMv92sCpmcyn/O+1Y6v/1q6OlZqlUrV2pvnRYFPTVhaiwnbdnS+K2ji/X19UmSzFw9g5wx2XZKPT21zYCdn8kJAulc1tSJcUsPH2+ZtnwQmRwgYaLSNMNz822kyeQgCYpbB5umSZDTpPInLsH0281qdOhsPUcAACAASURBVDQsGwrs1opv27daNTxc3bkfmy+/QgdG03VZ23L/cBhcRRmluFi+fIUkychVr5RwIYYzrqXLlte0s5pUnMkJ/374eItOT1oacUzdvadTDx8vnO8UmhMwJwdIhELjATffRppMDpKguPGATYDTxM4/qWruKGd4eFgyzHzL50oKUq0aqnaQs3mLhrPSmUztT/cOjNjqaG/T6tVra77vC9HdvUSmZclwqtP5rhSmM6EVK1bUfL9RkBPFVi8MTj/ui28X1skhyAESIZ/J8YszOTQeQPwVZ3JSNB0oSyN3F8KFGRkZlpFqrUpKK7BbNTY6UtXj57LLNksKA45aOzCa1qbLLo9dyaNpmmGg41RnDaNSWG5GS3uW1ny/5y8GmvOmH/fFtw1aSAPJki9N8z26qyFRihsP0FkNBY17AlMLZ8+elZ9qq8q2/VSbPM/V2NhoVbYvSevXX6KUbetgjYOcrCcdGzO1cePmmu63Upb2LJVRxyDHcCbVU4cg5/xMznwKLaSZkwMkQj6TE3h0V0OiFGdyCHLKU+u6+WrK1+QXTTxuZmcGz8iz2xd+YhDIyE3InBxSqn93Sf9xQTrc7tmzgxc6zDnZtq1LLtmgQ6O1bT7w6pgtP5A2bbqspvutlJ6eHplupj479z0Fbk7d3d0133UUsJSzGCjlakBC2LYdrgDuu2GHNTEnB8kQNRrIegZNBxapkbsMlSr6N1j5ICf+/6YLcfbsoPz0wkFOamC3rOyITDej1iM7lBrYveBr/FSHJGlwsHpBjiRtuHRTPuiolSOj4WfIhg0ba7fTCuruXiLLq0+QY0wFV93dS2q+73IClsKcnMb9jCDIAcqUSqdk+B5zcpAoxdkbO0UmZzFc1633EC5YFNRYRniy08gnMNU2OTmh8bFRBS2dCz7XHjo67+3ZRNsdGDi9uAGWaMOGjZp0pYHJ2p3yHRm11dXRke9UFjddXd0KnEUEOaY9/+0SGE4U5NQjk1P6OjmFZA+ZHCAxUqn0tO5qLJqIJCgOciyLIKcc/tRnQRICAtedKsOdSuZ5nlfH0dRXf38YfPgtJZxs+u78t2cRpNol09bp06cWM7ySXXzxBknS0fHava+Pjqd08YZLY1vK2d3dLXlu+KcMbs+6eW+Xop6ZnMKcnIUDFxoPAAmUTqfPy+RQrob4Ky5RY05OeTwvDG6SEOR4Uyd1aSuYut28Qc6pU2Hw4bd0VWcHhiG1dOb3Uy3r1q2XYUjHxmpThuoH0rFxS+vXb6jJ/qqhqysMbI0y5+U4vVvktXTLt1uVufjNcnrLXyMo2mc0hlpaTMBCkAMkSJjJ8cjkIFGKszdkcsoTBTdJCAiikrsWM5h2uxmdOHFMkuS3Vu9k02np1tFjC5e2XYjW1lb1rejV8fHaBDmDGVM5T1q/fn1N9lcNUalYuUGODENBul1+W4+cvi2Laj1eyOTUsVytjMYDBDlAgrS0tMgIwnI1y7KYpI1EsO3CcWyRySlLFNwkIZPjOI4kqc0Opt1uRq++ekRq6azKQqARv22pTp8+WfX/57XrLtbJydpckDsxEX6WrF1bfqlWo1iypEfSIoKcCjCcjAzDUGdnlTKI81hMoxGCHCBBWtJhJscIPNlkcZAQpllcrsZxXY7CnJz4Z3Kik+32fJCTq+dw6urIq0fktvZUdR9+21IFvq/jx49VdT9r1lykkxNmTTqsnZzKGK1Zs7b6O6uSaD5MPdbKMdxJdXZ112UR1SheKSX/ZKrxm5MQ5ABliubkyPfC0jUgAYrn4RQHPFhYlMmJJu3HWS6XlSR1pIKp280Z5ORyOR0/dlRe27Kq7sdvD7d/6NCBqu5n1arVcjxpKFf9077+SUvtba11mVNSKdFCnGYdghwzN6meJdUNrucSZXJKqrKLQU8JghygTKlUSkbgywgIcpAchmHkOyEVl65hYYVytSQEOWFQ02GHJzvZbLaew6mbI0cOyfc9+R3VbYHsty6RYad14MC+qu5n1apVkqT+iVoEOaZWrlwd285qktTW1qZ0S6uM3ETN9226k1q+fHnN9yuVm8mJXkO5GpAYqVRaRuBJvqt0mrIeJIdlhV8JZHLKEwU5SWg8kMmEcxDa7UBpq3C72ezfHwYdXmdvdXdkGHLblmvvvr1V3U1fXxjkDGaqf9o3kE2pb+Xqqu+n2pYuXSbDqX2QYzkTWrq0PkFOtOZNOeEpQQ6QIGEmJypXI8hBclhTwQ3NNMoTtV1OQpCTzYZBTYsVqMU2mjbI2b37x1JLR7iWTZW5Hb06cvhQVf+vly0LT5oHs9V9bweBNJgxtGJFlYPDGujr7ZXljNd2p76nIDdRt0yO70fr5Cz8XNbJUfihf9ttt+k//+f/LEk6evSofu7nfk4/+ZM/qd/93d9t2npfxFehXM2nXA2JEk10rceE1ziL5uIkod3y5OSkDElpU2q1AmUytZ+TUG9BEGjnrpfldKxcVAvgcnndq+T7nvbseaVq+2hpaVF3V2fVMznjrqGcJ61YUd0yv1pYsaJPVo3L1YxcGFT19a2s6X4LSg9YonfGYjqy1UrVv8m++tWvauPGjfnbd911l97//vfrwQcfVHd3t+65555qDwGoKNtO5dfJSZPJQYIQ5CxOkjI5ExPjaksZMgypzfI1MVHjK9kN4MSJ4xoZHpLXXZuSK68zDKZ27Xq5qvtZunRZ1RsPDGXN/L7ibuXKlQpy45Jfu4sXZnZUktTb21ezfRaLsjJGCcFOFP/7tWjZt0hVPdpPnTqlRx99VLfffruk8D/vqaee0q233ipJet/73qdt27ZVcwhAxaVSqXwLacrVkCTm1OpuBDnliTI4rhv/NWXGx8fVPtVZrcPyNDHefEHOSy+9IElyu2o0r8RKye/o1Y9efKGqu+lZulzDueqWq0VBVNSdLM6ibIqZGa3ZPqMgZ+XKVTXbZ7F8kFNKuVrhVdUazgWr6jfZxz/+cf3B/8/emwbHcZ73vv9eZl+wA8S+iYskStRGkZIlarFs2ZIs70lO3eO6/nBvVe4pObdyEydV+ZCqVMV1kpw4cmzZcZyTyLZky5skWqYWarUomRIlURQpLtgBYt8Gsy89vbz3Q08PARIYzAy6p7sH769KJcyg5+0HxGD6/ffzPP/nm9/MXzDD4TCCwWDeqnTHjh1YWFgwMgQKRXccDgeIIufK1ajIoVQPNJNTHtpsGVG0f7laKpWCl1PLTzw8QTJZuQ2eVTj54QeApwbEXTkLZLGmA+NjI4hEwoado6amFjHJWJGTEJn8ueyONueHzUQrdk42EwXvcKChwZxyv0uZnM25VK5mWDhbxrCx1m+88Qbq6+uxd+9enDhxoqTX+v0uamFKsSx+vwcgMhgo8HrdqK01vjGVQqkEfM5wwOVy0Pd1Ccg562hCZNv/u6XTCfg49efxORRcTCZs/zOVQiaTwbmzHyPbsKui55VqOuGa+RCDgx/j/vs/Y8g5mprqETe4DTouqjdIOjpabP++ufrqnQAqL3I62jtQX++v2DlX4/GofcZFdaLlDvL5nJb9XRsmcj788EO8/vrrOHbsGARBQCKRwLe+9S3EYjFIkgSe5zE/P4+WliubqxKJ7enLT7EHsgyAEDCKAkVhEIlU3mKSQjEG9aolSYS+r0tAc8VKptK2/3eLrKygzaFmcgIOgthy3PY/Uym89947kCQRUk1HRc+reOsBlw9vHnsLBw4cMuQcDocHggRICsAblKxN5jI5ssxVxfumrr4Bi2njsmuXw2ciaG+/ybR/u1Sq+P231reTSGRM/103NQXWfd6wmoS/+Iu/wLFjx/D666/jX/7lX3Dw4EF8+9vfxoEDB3D06FEAwLPPPot7773XqBAoFEPIT4ZXxDVT4ikUu6MN79N6cyjFIQjq7fFqcAuNJ+Lw53py/A4FoihtKxvpd975AxiHG3Kl+nE0GAbZmm6cOnUS6bQxjnZerw8AkJKM+/tOSgzcLlfV2ND3dPeCz1RI5EhZQEigu7unMudbB61crZRLgJXL1SpeeP3Nb34Tjz/+OD71qU8hEongq1/9aqVDoFC2RF7YyBIVOZSqgslf2ajIKYVsVr37KQj2rkKQZRnxRBIB56VMDgDEYpUr1zGTbDaL9z84AaGmCzChL02q74Ekijh16gND1vd61ZKitIEiJy0x8Hjchq1faXp6esGkIxVxWONSofw5zaKUmTeXenKsq3IqskM7cOAADhw4AADo7OykttEUW5O/QyWLVXO3ikIBAAY0k1MOWUETOfbOeMTjMRBCUJsTOTW5/0ejERPndlSOU6dOQshkIHX1mHJ+2d8MOL14++1juP32O3Vf3+1WxYcgG/f3nZEZuN0ew9avNP39OwFCwKZWoPiNtXVmU8sAgL6+qww9TyFKMh7IH2RdkUMtdCiUEuG43L0Bolz6mkKhbFuEXCZHy+jYlWg0AgAIOknu/6rIiUQipsVUSd489jrg9EAOtpkTAMMiW9eLkx++j3hcf1c7TeRkDBQ5gszkz1MNXHWVakDBJZYMPxeXWEJDY5M1nOmq5D4XFTkUSomszt7QTA6lOqmSK1wFEEURiiyDgIEgCJYu3diMcFjtPdAyOLU5sROJrJgWU6WIx+M4efJ9ZOv6AMa8rZHYcBUUWcY777yt+9pOpwsAkFWM+/sWFQZOV/WInIaGBtTWNYBLLhp7IkLgSC5hz+6rjT3PpmGU/vll5c88KnIolBKhIodCoWhkMmqTOHF4AUJs3ZezsqL2BNS7LpWrMQwQCoXMDKsiHD9+DIosQ2zoNzUOxVsP4q3DG2+8qvva2lw3SdF96TyiwuTFVLVw7TXXwpFcNLTDnskmgGwSu00WOVrpWbXMyaEih0IpkdVmA1TkUKoJkq+ttvBVy2KkUqp1KnGqfQjptH1tczWRU5sTORwL1LqAlZXqz+S8+urLIN4GKN4GcwNhGAgNOzEyMoSpqYu6Lq2JHNHITA5hqs6Q55pr9gJCEowQM+wcXHweAHDttdcZdo5i0ARLKSLHytcLKnIolBJZPQ2eihxKNWLl8gOroYkcxelf89iOhELLCDgBx6qdQZ1TRihkfD+CmYyPj2FiYgxC487V3dSmITX0AwyL1157Rdd1tR5S2cA/b7kKRc7evdcDAPjYnGHn4GOz8AeC6OzsMuwcxUDKUDlWvl5QkUOhlMhqkcOaYDNKoRhG7lpl4WuW5dAyN8SZm0FiY5GztLSIBre85rkGl4TlpQWTIqoMr712FGA500vVNIjDA7G2C7///WsQRVG3dbWbcrKB5WoKYcCy1XXzr7W1DfUNjeCiM8acgBA44nPYd/0N+VllZsMUkZ2xRqSFKbhDO3PmTKXioFBsAxU5lGpFuyNHiIG7oCojmUwCWJ3JSZoZzpZYXpxHo2vtPJBGt4Kl5SVL363dCplMBm+++QbEuh6At04vidi0G8lkAidOHNdtTe16pRi4PVVI9VU4MAyDG2+4Gc7EHKDIm7+gRNhUCMimcOONN+u+dumUYzxgQBg6UXCH9rd/+7f49Kc/je985zsYGRmpVEwUiqVZfZeKihxKNaHkxE21bmiNQBM1iisAAEgmE2aGUzaEECwtL6PBvVbgNnoUiKKUt5euNo4ffwuZTBpi026zQ1mDHGwD3EG8/MpLuq2ZFzlF/Hk7OVLw8UYohLFMNkJPbrrpZhApCy6hf1aTj0wBDIMbbrhJ97XLpbSeHOtScId2+PBh/PCHPwTP8/izP/szPPzww/jRj36E6enpSsVHoViO1YMSqcihVBMkt/tRFJrJKZZEQhU1xKVmcuwqciKRMLKiiBbP2jvVTbnytYWF6ixZO/ryiyCeOsh+iw07ZRgIjTtx4fxZzMxMVfz0NzZkCz7eCILqvC5ef/2N4HkefGRS97Ud0Slc1b/LEvNxyru/Zd2bYpu+E/v6+vDII4/ghRdewD/90z8hHo/j61//Ov7kT/6kEvFRKBbkksipxjtWlO2LJm6oyCmeS5kcVeRoosduzM+rTdXNnrW/e030zM/PVjwmoxkfH8XY6DCEpl2WMBy4HLFxF8CweOWVoxU/973tAlo8MoIOBV/fncC97fa1RtcDt9uN66+/Ec7I5KZKQGzcCbFxZ1HrMkICbHIZBw4c1CNMymUULbcVRUEoFMLy8jLS6TQaGky2WaRQTGJ1JoeKHEo1QUVO6cTjcTC8E2AdAMvle3TshiZyLs/kNHrUDo6FhXkTojKWV155CWB5iA1XmR3KumgGBG/8/jVd5i9p16ti7rszDFDnUtDmk3Fvu2BFDVhxDh68HRASag9NAaTGnZCKFDl8WLUJP3Dg9i3HpwfVNgx0U5+/Dz74AEeOHMGrr76K3bt344EHHsDf/M3fIBAIVCI+CsVyMKumYVORQ6kmJFnd4Mqy/s211UoymVAb1hkGDO+ybSZnbm4WHIMrenIcLNDgAWZnDXKWMol0Oo03j/3ecoYDlyM270Fq8CWcOHEchw7ds6W16PVqa9xyywGwLAd+ZRxZX6MuazrD4+js6kZra5su6+lFMW8VO7ydCoqcu+66C21tbXjwwQfxjW98g2ZvKBSs/cOmFw1KNSHnRY60yZEUjUQiDoVzAgAI70IiETc5ovKYnZ1Gs5eAX6e+o9WTxawJfSFG8s47byMrZJDttZbhwOXIgVbAHcSrrx7dssix8h13OxAIBHD99TfgowtDyHbcsuVdPiMkwCYWccfnvqZThJTLKShyfv7zn6O9vb1SsVAoFArFRORcmZok0UxOsSQSCcg5kSOzTtsaD8xOT2GHZ/2ZLK1eGcfmZkEIqZobO6++ehTEUwvF32x2KIVhGAgNO3HhwknMzs6grW3re7Lq+A2awx13HMJHH50Em1za8nuHXxkHANx++516hEZZh4I9Oe3t7Xj22WfxxS9+ETfccANuuOEGfOlLX8Lhw4crFR+FQqFQKgAhhGZyyiAWj4NwarkT4ZyIxe2XyZFlGXMLc2j1ri9uW70yMoKAUGi5wpEZw/T0FIaHByE07rRFzY2Yi/ONN141O5Rtz/79B8E7HHCERre8lis8hr7+ndixo1WHyCjrUVDkPPvss/jJT36Cv/7rv8Zbb72FY8eO4Zvf/CZ++tOfUqFDoVAoVYQkSet+TSlMIhEHyfV0EN6FeDxmckSlMz8/C0mS0e5bX+Roz09N6W+fawbHjr0BMAwkixoOXA5xeiEF2/HmsTdsYQpSzWVxXq8Xt9y8H87wBLCF3wWbDoNJhnDozrt1i41yJQVFzlNPPYXHHnsMBw8eRCAQQDAYxG233Ybvfve7+PnPf16pGCkUS7H687uKP8sp2wxJulSqJIrFzcTY7hBCkEom14gcO7qraeKlw7e+uNVEzvS0/UWOoih489gbkILtIA6P2eEUjdjQj/BKCOfPnzU7lILYIDG2ZQ4dugcQ0+Bi5Ztx8KFRMAxTFaVqVt4HFRQ5iUQCHR0dVzzf0dFhWwcZCmWrELL67o2F/7oplBJYk8mhIqcoMpk0FEW+VK7Gu5AVMrbLhE1NTYIB0LZBJifgJKhxAZOTFysbmAEMDJzHSmgZYkO/2aGUhFTbDYZ34q23fm92KAWx8oZXL2644WZ4fX44QiPlLUAIXCvjuP76G1BXV6dvcJQ1FBQ5bre7rO9RKNWMopB1v6ZQ7Ew2m133a8rG5G/28Tl3tZwBgd0c1iYmxtHsJXBxGx/T6RVxcWKsckEZxLvvHgdYHlJtl9mhlAbHIxvsxIkT72zZ4t3oq1a1mFNshMPhwCduvxOOyBQgr2/WUQgusQAIcdx1170GRKcvaYmB2+3GV77yFbjdbqQle/1uC7qrjY6O4nOf+9y635uaqi47SQqleMgGX1Mo9kUTNgwIstntPd28WDQxs7pcDVBn59TW2ucO7cWJUXT5CgvbzoCEV6enIEkSeH7TEXuWhBCCd989DjHYBnAOs8MpGamuG8nRUQwMnMe1115X8uu1GW9GZlu2yxXxrrvuwSuvvAg+PFH04E8NfnkETqcL+/cfNCg6/UhJDB566CE88sgjIITg2PO/Mjukkij4SfXCCy9UKg4KxTaszeRYvwmUQikGTdj4HYRmcopEy+QQ3p37v2vN83YgnU5jYXERd/QWzg50+SWIkoTZ2Rl0dXVXKDp9GRsbQTgcgtR7jdmhlIVU0w6G43HixPGyRA7LqnfhjRQiCgFYtmCRUFWwa9ceNDW1YD40WprIUSS4IhM4cNvttqiI8vIER44cASEEzz//PFp4e8nYgu/ETCaD9vZ2tLe3o6mpKf91e3s7lpaWKhUjhWIpFEVe9TUVOZTqQBM2qsgpvQRjO6I5qV2ykHblnrdPudpErgStK1C4j6jbr37ujY9v3TrXLE6fPgUAkGuu7DW2BZwDon8HPvroVFkv18SHkVXWqsgpUPdYJTAMg0OH7gYXnwOTTRX9Oj46DSJltzzYtVJ4eIJMJoOnn34amUwGnmoSOX/5l3+Z//qP//iP13zv7/7u74yJiEKxOKuFzVZroykUq5DJZAAAQacCIZutahtYvdDEzOXlanaykR4bU0VL7yYip9Urw8nZW+ScOXMaxFtvK1e1y5GCrZibm0EoFCr5tZr4kIlxfRUKYbZFJgcA7rzzLoCQ/FDPYuBDYwgEanDddfsMjIyiUfCduPoid/kFj14AKduV1cKGZnIo1UJe5DgUKIoCUaTZnM3IZ3I0kZPbPNtJ5IyPj6LGBdS6Cl/TOVYtWRsbK9NRymSy2SwGB89DDNh78KIcbAMAnD17uuTXcpwmcnQNaQ0ygW17tkqlvb0T3d29cIaLNOSQs3BEp/GJT9yZ/11UA1b2mSgoclY7ZFzullHt7hkUykasFjZ2s4qlUDZCEFSRU+Mkax5TNiYWi4HhnYBWnsPyAMshFrOPyBkdGUSPv7gerJ6AiPGxUVtmsCcnJyBJEmR/i9mhbAnFUw+Gc2BkZLjk12riQzbw3pykEPB89WzgN+POO+8Cm1gCI2xeosqHJwFFwh13HKpAZBRgE+OB+fl5/P3f/z0IIfmvATWLs7CwUJEAKRSrsVrY2PFiT6GsRzqdBgDUutQdUCqVQiAQNDMkyxOLRfOmAwAAhgHjcCMWi5oXVAmk0ynMzM5gf09xN2v6AhJenRYwOzuNzk57mQ+Mj6t322VfgzEnkLNwu9146KGHcOTIESRkg8w7GAaSpx5jZZQNOhyqo5yoGHeTWlQAp9Nl2PpW4+DBT+DJJ38MfmUCYmthMwg+PIHaugbs3Lm7QtFRCoqcv/qrv8p/vXfv3jXfu/wxhbJdkGVp3a8pFDuTSqnNs/UuVbhrooeyMZFIGDK/1iFJ4T2IRCImRVQaY2OjIAToCxYpcnLHjYwM21DkjILhXSBOvyHrM1IWDz18yWr3V787ash5AED2NmBifBSKopTU/8IwDBw8j6xBIkchapZIE1PbgZaWHejt7cfo0iYiRxbhiM3gtvsf2DY9S1agoMj54he/WKk4KBTbkM/kMCwtV6NUDel0CgxzqTcjnS7eMWi7Eg6HoVzWxC7zboTDKyZFVBojI0MA1AxNMezwKvDwwPDwEO655z4jQ9Odufk5yO6gYQ0EhHeusdolvNeQ8wCA4qlBdlFAJBJGfX1pmSmn04msQeVqWVk7x/bJ5ADAgQO3YfwXT4LJJkGcvnWP4aPTgCLjwIHbKhzd9qagyPnTP/3Tgi/+4Q9/qGswFIodyAsbjqfN2ZSqIZVKwsMz8PJK/jGlMJFoBMS31o5YcXiwErbHiIXBwQG0eAkCzuI60VkG6A+IGB66YHBk+rO0tAjZsf4GVBc4JzKpFTz99NPq40CtYadSchvpUGi5ZJHjdrkgGDS1PiOr67rd20vk3HrrQfziF0+Cj0xBbN6z7jF8ZBI+nx979thjRlMx3mJ28B8rKHI++ugjtLa24sEHH8S+ffuooxqFgkvzRMA5aSaHUjUkk0l4HQTe3ByEZJKKnEIIQgapZAKkdu3GmTh9iIVGIEmSpV2mCCEYHjqPawKl9Y7014h47uJFZDIZWwwzBNSfdSUUAqnfZXYouqCV3C0vL5Xc3+F2u5ExSOQIeZFjX4vucujo6EJjUzPmNxI5RIEzNoObDh60vKtaOaZiVjYiK1gY+Ic//AF//ud/juHhYXzrW9/CH/7wB9TV1eHWW2/FrbfeWqkYKRRLoWVvCOeAKNLJ8JTqIJGIw8cp8OVETiJhn4GWZqDNKVGcV4ocEGL5krWlpUVEojFcVVNaNvqqoARCCEZHS3f3MgtRFCGK2bzVt93Rfo5EIlHya70+P9IGiZxUbl2v17hSPSvCMAxuvukW8Ik5QLnSjIhNLoOIGdx00y0mRLe9KShyOI7DoUOH8I//+I/41a9+he7ubnzta1/Dk08+Wan4KBTLkc1mAZYHYTg6GZ5SNSQTCfh4iWZyimR5WS1Ju7wGX3F413zfqgwOqiVnO2tKy0b3544fGDive0xGod2MIqy176IXi/ZzlHOTzevzIyUb8++QzoscA8sCLcq+fTcBsgQusXjF9/jYLMAwuP76G0yIrDTKS8pYN5OzaS49m83i97//PY4cOYKZmRl87Wtfw6c+9alKxEahWBJRFMFwqsihmRxKtZCIR9HGE3As4OHtNdDSDBYW5gEAiiuw5nnFpdpuLy4u4Oqrr614XMUyMHAebh7o9Jdmg+93ELT7lbxIsgP53skqETlgNJFTerm03x/AvGTMv0NCYnPnMMbBzspce+11YFgWXGwWcnDtwFk+Nofurh4EgzUmRVc6xTSn2KGBZVML6eHhYRw6dAiPPPIIdu2qjnpWCmUrCIIAsBwIyyEjCGaHQ6HoQiwWw+5a9bIVcMJWAy3NYGFhXv0ccK4tzSEudYM3Pz9nRlhFMzhwDlcFRLBl3ITdGczivYFzJVsYm0W+Z6Bq+orVn6Ocu+5+fwAJgwoQEiKTO8f2m6/l9XrR29OH4aV5rLn1qcjgkovYe+ghR/l3egAAIABJREFUs0IrkXJ6cgwIQycKipznnnsOHo8HExMTeOKJJ/LPE0LAMAw+/PBDwwOkUKxGNiuAsDwIyyOToVPhKfZHlmUkUikEm1RntYBDss1AS7OYn58DXAGAYcEvq/0pUuNONVvgDlha5CSTCUxOTeILPeXtdnfViPj9bAZTU5Po7u7RNzgD0MqnGLk6yosZSd1Gl1MWFgwGkRTVeTaczvo0IaoLBgKBTY6sTq69di/Gnv+d2peTyxqyyWVAkXHNNdbN6q4HAYPNcjV2uGVQUOQMDAxUKg4KxTZkMhkQlgdYBwSh9MZPCsVqJBJxEHLJSjjoULAStcdAS7OYnJqEmCtNc6wWOQAkZxBT01OmxbYZAwMXQAiwu7a8Tf/uWrVM6sKFc7YQOQ6HAzzvgCBXR3mxJtbKafCvqVFLpuIik5+JpRfRLAOP2w2n06nrunZh9+6r8bvfHQabCkHxNwMAuORi/nt24FLWs4iDyWWvsSDWzzNTKBZDEDJQGA6E45HJ0HI1iv3RsjYBh5rJCToUxKjI2RBRFLEwPwfFs/4sFMVTi9mZaSiKQVMXt8iFC+fAsUB/cP2ejrfnnHh7buONaqNbQZ1bXccuBIJBsGJ1DLhlcj9HOT0eNTXqezaa3Xz7d6g1g0OtxVcrRLMsamvs03eiN1ddpbZ0cMlLpiNcYhn1DU35f3ers+2MByiqTePzz//2ipkoNTU1eOCBh21Rk0zRj3Q+k8NDEGi5GsX+hMNhAECtU92U1zgVRBfikGXZ8nMdzGB+fhaKIkNxbyxyRDGLpaVFtLTsqHB0m3Ph/MfoCchwbfCrPTanzr+5o3X9zAfDALtrBFw4dyZfvm512traEZqYNzsMXWAFtV+utbW95NfW1anDQyMCi+5AYdOJjX7/GxEWONS1N5YcU7VQX9+AQLAGYmoFWo7UkVnBVdfZYwDoaraF8QBF5ZVXXsRvfvOLtc4shABEQX//Tks76FD0J5VKgXBOEM6BrJCxTfMthbIR2kyXWpeS/7+iKIjHY6itrTMzNEsyMTEOAFC89et+X/bU54+zmsgRhAxGR0fwmY6tlW7tqRXx7mAU8/NzaG1t0yk642hrbcP5wSGzw9AFNhODw+lEff36779CaK9ZEfS/ZkVEHrvrt6/IYRgGfb19iI1Mqk/IIpCOore3z9zASkK9YVGKyLHyPQ66MyuC48ffhuJvQvzm//PSfzf+HwDL4Z133jY7PEqFSadTAOcA4RwAQLM5FNsTiailaTX5TI56+dIyPJS1TEyMAyxXIJNTB4DBxMRYZQMrgqGhQciKgj11W2vC1/pyzp8/q0dYhtPR0QkiZsBk7T//iUuvoL2to6wMWl1dPRiGQUhnkaMQYCUDNDRsX5EDAF1d3WDSEYAoYNOR/HN2oaSenMtfY0GoyNmEqalJTEyMIVt3mRLnHBBrOvHW28euKGOjVDfpdBqEdQCsKnJSqbTJEVEoW2NlJQQ3r87HAS5ldLQMD2Ut4+OjqpDZKIPL8SCeGoyPW0/knDv3MRgG2FXiENDLafPKCLrsI3J27doDAOASCyZHskWIAj65jD17yiuB4nke9XW1CGX03f5FswxkBWhqatZ1XbvR0dEFKDIYIQE2E7n0nE3QBEtRmZz8QVTk2JbXXnsZYFhIDVemG8XGnUjEY3j//RMmREYxA0VRIAgZEM4BwqmNuel0dTSzUrYvodAy6t2XLmsNOZETCi2bFZJlIYRgZGQYkqdwqZDkbcDwyBCIxWaznD//MXoDMjz81uJiGGBPjYBzZ09b7mdcj56ePjicznUn0tsJNrUCIovYs6d8t66mph1Yzujba6et19jYpOu6dqOtTe2TYjNRsJkoGJZFc3OLyVEZw6VyNSpybEk6ncZrr78Csa4bxOG54vtyTTvgCuDFF39nQnQUM0in0wAhILwThFdFTjJp//IHyvZmJbSEesel8qUapwKGoSJnPebn55BOp6D4C2/mZF8TYtEIVlZCFYpscwRBwPDQIPbU6mOlvKdWRGhlBYuL1s+O8DyPXTv3wBG37vyiYuBiavzlZnIAoGVHK5YyDr1CAgAsptTt5I4d1upBqzQtLa0AAFaIgxXiaGxsAs/bp/29lEzOpdcYE4seUJFTgNdeO4pMOoVsywbGAgyLTPMeXLhwDsPD1dHQSClMMqnOxSGcK5/J0Z6jUOzK8vIi6tyX7I45Fqh1UZGzHiMj6me97NtM5Ki9CcPDg4bHVCxDQwOQZBlXlzkf53KurlNL3s6d+1iX9Yzmllv2g0mFwWRiZodSNs7oJLq6e7fU+9LSsgPhDJAtbK5WEgtpDgwDNDVVZ9aiWGpra+FwOMEKCXDZBHZYzHhkM/IipwiVQ/JlatZVOVTkbIAgCDh8+BnIgdb8UKf1EJv2gHG48evfPFXB6Chmkc/acE4QzpV7joocin0RRRGRaBSN7rUzXRpdEpaW7F3aYwRDQ4MAx284I0dD8TYALGepG2Dnzn0MlgF21erTR6r15dhH5BwAAPAR6w5qLQQjpsEmFnHr/gNbWqe1tQ0EwGJav5K1hTSHxvqGbTsIVINhGNQ3NILJJsBlU7Yr3yup9IwOA7UvL730PKLRMIT2GwsfyDmQab4Wpz78AIODFyoTHMU08pkc3gXkytUSCSpyKPZleXkJhOBKkeOWsbhg79IeIxgcGoDsbQKYTS6fLAfF24ChoYHKBFYE586eQY8O/Tga+b6cjz+yRV/Ojh2taO/ogjMyof/iLF/4sQ7w4YsAIdi/ZZGj9o3MpfQTOfNpHq3tnbqtZ2eaGhvhiE6BZJOor28wO5yS0ARLMWOMqYW0TYlGo/jN07+EVNMBObB5qjHbcg3g9OLHP/5PW3zQU8onkYgDQK4nx7XmOcr2QxAyuHhxwuwwtoTWT9HkXlu70uSWEVpZgSzrWNNicwRBwMWJcUib9ONoSL4mjI6OWMKBUxAyGB4ZwtU69eNoXF0rIhQOY37eHoL4rkN3g40v6F6yJtV2FnysB87QCNraO9Db27+lddra1LlG8yl9toCEqIKpra1Dl/XszsMPfxGH7jiEe+65D3feebfZ4ZRHUeVqGtZVOVTkrMNTT/0UmUwaQuf+4l7AOZBuvxkjI4N4883XjQ2OYiqxmHphJLwHYFgwvCv/HGX78Z//+SP85V9+w9bZPE3kNHouy+R41IGgy8tLZoRlScbGRqAoMmRfcTa5sr8JopjFxYvjBke2OYODA5BlecvzcS7n6tx658/bo2Tt0KF7AIaBIzSi67pi0x7IriAU3o1M9+0Qm/bouj6TiYJNLOLee+7bcnmQx+NFQ10dZlP6ZJvCAouMBHR0UJEDADfeeAu+8Y3/D//jf/y/aG+3179JecYDVOTYhoGB83jttZeRbb4mN9CtOKSGq6D4m/GTn/4X4nG66a1WtN+tlsUhDjf9fW9jTpw4DgDIZOw7K2l+fg4OFqh3rRU5LR41g7OwMG9GWJZEKz3bzFlNQxNDVihZy/fj1Ogrclq9CmpcwLlz9piX09DQiOuv2wdXaAQgxRTlFAnDgDi9UDy1EJv36F7D41gaAsMwuOOOu3VZr72zGzNJfUTObK7srZ2Wq9keJleGS4rIzhDak2MvstksfvCD7wIuP4T2m0p7McMg3X07EokEHn/8P4wJkGI6sVgMDO8EWPVDXeGciMWiJkdFMQvts93OJV1zc7No8hKwl12nWnKZnbm5WROisiaDgwOAJ7juSIH1IC4/4PKprzOZc2dPozco5we+6gXDAFfXCDhrk74cALj//gcAIQE+PGl2KMWhSHCFhrF//0E0NOjT49HZ2Y3ZFAdFh1/ZdILLr0mxN9o1rTh3Ne01VOTYgl/+8meYm5tBqvsTAFe6h7zirYfQej3eeuv3eP/9dw2IkGI20WgExOHOP5Z5D8KRsIkRUayAnUXO/Nw0WtxX3t2vdSlwcLBNr4XREEIwMHgBorc0tyTR24QBk01pMpkMRkaGsadG334cjT11IsKRiG0E8c0334r6hiY4F+1hFsSHxgAxg89+9iHd1uzq6kZWBpbSW98GTic5BAN+1NTU6BAZxUxKESw0k2Mjzp37GM/97llkm3arQz7LJNu6D8TXgO//4LsIh+nmt9qIRMKQuUt3cYnDg0gkYmJEFDPRPuSt0FheDrIsY35hPl+athqWUbM5s7MzJkRmPZaXlxCPRTedj3M5sq8JoeUlRKPmfU4MDl6ArCj5/hm90ebunD9vj5I1juPwwGcfBBefA5uyzrDWdSEE7sULaG/vxLXXXqfbsl1datZlMrH11N5U0oHu7r4tr0Mxn1J6cmgmxybE43H8679+G3AHIXTeurXFWA6p3kNIptJ47PuPQlF0rPmlmM5KOAzFsVbkJBJxW9/Jp2wdSTJm82g0y8tLEEUJbb7137+tHhFzMzYp6TGY/BDQAnPT1kPr3zFzXs7582cN6cfR2JHry7GLyAGA++67Hy63G845axsmcLEZMKkQPv/5L+m6mezs7ALDMJhKbM1GWiFqJqe7h4qcaqC0YaBrX2NFtr3IIYTg+z/4DsKRMJK9d5VVpnY5iqcOmc5bceb0KTz33DM6REmxCpFIeE09PnF4AEJoX842x66ZnNnZaQBAq3d9kdPmk7GwtARRtKeI05Ph4SF19k0JhjQAIHsbAYbB8PCgQZFtzrlzZ9AblOHWf3QLgEvzcuzUl+Pz+fHpT30WjvA4GMG6YwBccx+jrq4Bd9xxl77rutxo27Fjy5mc+RQLUQa6u3v0CYxiMiVkcmi5mvU5cuQwTn7wHjId+6H4GnVbV2zaDbGuBz9/6glcuHBOt3Up5pHNZpFOJa8UOQDC4RWzwqKYiPbZblcRMDOjipy2DUROq1eGoiiYn7dHr4WRjI4OQ/HW501HiobjQTx1GBvT17K4WARBMLQfR2NPrdqXYyc3voce+jw4lrNsNodNLIKLz+Fzn/sCHI6t34C9nJ6+nZhMOre0xsW4KpJ6e2kmpxpg2VLK1dRjqcixKAMD5/HEkz+GVNsNseUafRdnGGR67gBx+vHtb/8jIrQ53fasrKi124rTl39Ocfhy36MiZzuTzRq7gTSKqalJBJxAwLn+JU0rY5uenqpkWJZDURSMjo1A8pbnbCV6GzA8MmxKlmNkZAiyLGN3rbFCfHetms200029+voG3HPPfXCGhsFkk2aHcwWu2Y/g8wdw3333G7J+T08vltNAQix/kzqZ4MFzdBBo9VBCuRrN5FiXcDiMf/7nfwBx+pHuvVN3T3sAAO9Esv8eRONxPPro/6J9GzYnFFoGAJBVIkf7OhSiAxO3M9msYHYIZTE1OYEO38ab3zavDIYBJicvVjAq6zE/Pwchk1FLz8pA8TUimYibMlj1/PmzYADsrDG2pLLNJ8PvVE187MQXv/gVsIDlsjlsYgl8dBqff/iL8HiKsywvld7efgDAZLz8vpyJOI+urm5DMk2UylNaJkdFm61jRawbmYHIsoxHH/1HRONxJPvvBfitpWsLoXgbkO6+DefPf4ynnnrCsPNQjEcTOVr2BlCHgYJhEQpZ3KGHYgjanSw7ZnIIIZiamkSHb+PNr5MDWrwEU1PbW+SMj48CABRfeZkcOZcB0tapJBcunENnQIHPYWwWiWWA3cEsBgfsk8kBgObmFtx9971wLg+CyabMDiePa+4jeLw+fOYzDxp2Dq3EbDxeXl8OIcDFpAO9fTv1DItiKprIKWIYqPYK6yZytqfI+fnPf4oLF84h3X27WmNtMFLjTmSbduO3v30a7733juHnoxjDpUyO99KTDAvG5TPlDi3FfEjuYz6TSZscSeksLy8hIwho38BZTaPDm8XkxFiForIm4+NjqumAuzTTAQ3FUw+AUdepILIsY2joAnYFKyPCd9WKmF9YsN34hC996Y9y2ZwzZocCIJfFiUzlsjjezV9QJsFgDRob6vN9NaWynGGRyAJ9ff06R0Yxi3wmh5ar2ZMTJ97Bc889g2zTHkiNV1XsvELXQSi+Rnzve4/aZmAaZS1LS4tgHO4rHPgkhw9LS4smRUUxldyHfCZjv3K1iYlxAECnv7DI6fTLmF9cQCaTqURYlmRsfFR1VWPLvGRyPIinpuIiZ2JiHIKQxS6D+3E0duVK4gYHz1fkfHrR0rJjVTbH/N4c1+wpeH1+fPaznzP8XH39uzCeKK+aZSInjqjIqR600rNSytXYcj8XK4B1IzOAublZPPbYo1B8TRC6DlT25CyHVP+9EGSC//XP/xOCYL9N0XZncXEBstN/xfOK04+FxQUTIqKYjdZIbsdMzsTEGBgAnQXK1QCgyy+BEGBycqIicVkNQghGR0cgebaW9Zc89RitsMOaJjauMrgfR6M7IMHBAQMDFypyPj358pf/2BLZHK0X5wuf/xK8XuOyOBp9fVdhIcUgJZV+N34izoFjWXR19egfGMUUSpqTQzM51kEURXz72/+AjKQg1X9P6TagOkBcfiR77sTU5AQef/xHFT8/ZWvML8yvL3JcfoTDK7a1EaaUByEk34uTTlunlr9YJibG0ewlm85O6cplei5eHK9AVNZjeXkJqWSi7H4cDdnXgEh4BdFo5WZqDQ0Nos4NNLorM5SaZ4HegIThIfuJnObmFtxzzyfhXB4yNZvjmj0Fn89vaC/Oavr61IqWi2WYD4zHHOjs7ILTaVxfM6WyaFkZajxgM5544nFcvDiOVO+dIK4rN6qVQq7thLDjOrz22ss4fvwt0+KglIaiKAgtL6/73lFcAYAQ2pezzchms1AUVQCkUvbL5FwcH0GXb/NejUa3Aq8DGB/fniJnItePJJdpH62h5JzZKmk+MDR4HlcFKls10B8UMTY+asubPpeyOadNOT+bWFSzOF/4sqG9OKvRRE6p5gOEABNJB/r6qelANXF5JsfJrZU7qx8rRD1W6+OxIttC5Hz44Qd48cXfIdtyDeTaLrPDQbb9Zij+ZvzbDx+jvRw2YWUlBEkSVUFzGST3nJ2G4FG2TiqVWvV1wsRISieRSGBhaQk9gc3LmBgG6PaJGB8brkBk1mN4eAhg2Jx5QPloIml0tDL/jpFIGEvLy+ivUKmaxlVBCZIk58WhnWhqasa9994H5/IwGKHyf9Ou2VPw+QO4//7KZHEAoKZGNR+YiJUmcjTTgX4qcqoKTeRoud8bG9beCFv9mGZyLEAsFsVj3/8OiLceQsd+s8NRYVmkeg9ByIr43mOPQlEqU0pAKR/NLEJx11zxPcUdXHMMZXuQTCZWfW1+s3IpaBvQnkBxs7t6AhIuXpyAJFV2w2wFhoYHVRdOrjwHqjy8E8Rbh6GhAX0C2wRNTPUVIWT1pC+onm9kxJ6iOO+0Nl/ZuTlqFmcGX/j8lwybi7MR5ZgPaJmf/v7KGThRjEcrV9OyNPe2C2jxyAg6FHx9dwL3tl/KDF/qyal4mEVT9SLnP//z3xGPx5HqPWRKH85GEHcQ6c4DuHD+LI4efcHscCibMD+fEzmu4BXfI7wHDOfA3NxMpcOimIgmcgiAeDxubjAlMpZrgO8ucgPcHZAgShJmZqaMDMtyyLKM4eEhSL4mXdYTvY0YHBzIG1YYyejoCBgGRWXr9KTepaDGVbmMld40NTXj7ru13pzK9dq5Zk/D6/Pj/vsfqNg5NTTzgaRY/G51Is6D4zhqOlBlXG4iwDBAnUtBm0/Gve3CGkFD3dVM5uTJ93D8+FsQ2m6oyDycUhEbd0KqaceTP/sJ7eewOHNzswDLgTh9V36TYaC4gzSTs83QhI3irkHMdiJnFA1uIOgsbrOtbZRHRyvrDmY2ExNjyAoZyP5mXdaT/S1IJhOYmprUZb1CjI4Oo82nbGoscTmEAGGBxWySw+szrqJcllbDMECPP4vRkcHSXmghvvSlr4IBqVg2h02GwEen8PDnvlCxXpzVaCVnpZgPTMR4dHV2weFwbH4wxTZopWdKEX/3Sj6TY10pYd3ItoggCPiP//1DEE8dsjuuMzuc9WEYZLpvR1aU8PiP/7fZ0VAKMDMzA+Ku2TAvK7mCmJreXne5tzvxeEz9guWQSMTMDaZERoYH0FtCQ/oOrwIPb9+78+Vy+vQpAIAcbNNlPW2dM2dO6bJeIcbHRtDjL735//UZFxbSHGIiix8P+vH6jKvkNXoCEmZmZ207KqGlZQfuvOMudW6OaPx8KOfcabjdHnzmMw8Zfq710ObcFGs+QE0Hqpe8u1oJFtI0k2MCR44cRmh5Cemug5YqU7sc4gpAaL0e7504jrNnrTFtmXIlk1OTkNbpx9FQ3LUIhZa39cDE7UYsploBM6IAIZPJ20lbnUQigYXFRfSWUMbEMkBPQMToyJCBkVmP06dPgXgbQBz69EgQlx/w1OL06Y90WW8jotEowpEIuvyll6qdCjkLPi6GLr8MQgimpi6W/Fqr8IUvfBmQJTgWjR1symSicIQn8JnPPAifb51KgQoQDKrmAxeLFDma6YDmzEapHjSntGI6xRWox9I5ORUmGo3imWd/A7GuG3Kw1exwNiW7Yy/g8uMnP/2vitRqU0pDEDJYXl5UJ55vgOKpAwjB7Ox0BSOjmEkkElG/yN1EiUYjJkZTPFo2pjdYnOmARm/OfMCO1sDlEI/HMDBwAVmdsjga2WAbzp47s8adT2+0mUbdZYicrMwUfFwMWq/XxIR9bcc7O7tx8y23wr00AMjGveed8x+D43k88MDDhp2jGHr7ijcfmMiJod7efiNDophAOcNAaSanwjz33DPIZgVk22/WdV1+eRj8sgHlGiyPdNuNmBgfxQcfnNB/fcqWmJmZBgiB4q7d8BjFo35vmpasbRvC4RWA4UByIiccXjE5ouIYyWVjSsnkAKprliTL22Yo6Lvv/gGKIkOq79N1XbG+D5Io4v3339V13dVMTk4AADr8pQlZvWhyq71Ak5P2zeQAwBc+/2UQMQNHyJheNEZMwxkaxT13fxJ1dRvfRKsEfX39WEgxSBfxsXAxzoFlWXR39xgeF6Wy5HtysPnNDTvckq86kZNIJPDS0Rcg1vXmN5564VgehsMIkQNAaugH3EH85ulf0WyOxdCahAu9nxRXEGBY21/UKcUTCi2DsCyQuyiEQiGTIyqOkZEhtPoIfI7SPmfsbg1cKm+99SaIp1Z30xrF1wS4A3jr7Td1XXc109NTCLiKN5bQG4YB2rwypqeNN1gwkt27r0Zf31VwLZ4v7tZ2iTiWBgFFNj2LAwC9vaqYn0xsXrJ2McGjva0dTmfppYwUa6OVqxXzdlfymRzrtoRUnch5441XkBUyyLZa1GxgIxgWmeZrMDY6jOFh+7rSVCMTE+MAy+fn4awLy4J46rbNXW4KsLC4CLIqk2MHh0RCCIaHBtBXgumARkPOGng7fD7Nzc3iwsB5ZOv79B8CwTAQ6npx5sxHhg2Dnp6eRLvH3JlGbV4R01MTpsawVRiGwUMPfR5MOgouqnMpsiLDtTSAfftuRGen+UPKe3rU0rNi+nImk0700FK1qiRvPFDEsdRCusIQQnD05ZegBFqg5KZL2wmxcScYzoFXXnnJ7FAoq5iYGFezOJvYJEqeOoyN22/KN6V0RFFEJBzK9eOwYHgnFhcXzA5rU5aXlxCNxdAfLH0DzDBAXyCL4aELBkRmLY4cOQwwLMSmXYasLzbtASEEL7zwO0PWn52eQqvXZJHjkxGORA3tPaoEt912B2pq6uBc1Pd9z4cvAtmUJbI4AFBfX4+A34+pROG78rEsg3CG9uNUK+VYSGvZHytSVSJnZGQYC/OzEBpsamvIOZCt68Hxd/5gW+vNaoMQgvGJMUiezUtWZG89YtGIbRrQKeWzuLgAQggIywMMILuCthgGq/Xj9JUhcgCgPyhhbn4eiURCz7AsRTwewxtvvIZsfR+Iw5iZJcTlh1jXi1defQnJZFLXtROJBOLJJHZ4zenH0WjxqP5MCwtzpsaxVXiex333fRp8dBqMoN/73rk8iIbGJuzbd6Nua24FhmHQ09OHi8nCc2+0craent5KhEWpMFpWpjiRw6x5jRWxbmRlcOLEcYBhIdV16784IWCyKbDpCByLA4bU5wJqU2pWyODMGWMtRinFsbKygmQiXlRdvnbMxATN5lQ7MzM5gwlWveDLrhpMTlnfdGJ4eBAOVrX4LYf+oOoyNTpavVbSR478FqKYhbhjr6Hnye7YCyGTwUsvHdF1XU1UNHvMFjnq+efn7S1yAOCTn/w0GIZRe2h0gElHwcXmcP+nPwuOs04/Q3dPH2aSXMENrpbp6erqqUxQlIpSiruaZjNNh4FWiA9Ovg850ALwpQ8v2wzH0gA4IQZWysB98TgcSwO6nwMA5MAOMLwTp059YMj6lNIYG1ObrOUiyh+1Y8bGRg2NiWI+msEEyYkcxVuL8Mqy7nfl9WZoaADdAQl8mZ/8fUEZDIChoersywmFQvjd7w5DrO8raBmvB4qvEVJtF549/Btds7/z8/MAgGZPMZMujKO5ikROU1Mz9u27Ca6VEV1ucDqWh8GwLO6++z4dotOP7u4eiDKwkNr4A2IqwaGupgY1NRvPjaPYl3wmpxh3tdyfAp2TUwGi0ShmpichBdsNWZ+PTBV8rBssB9HXgjMf08GgVmB0dARgmOJ6vHgX4KnJlwRRqpfR0RHAU5NvStcE7vi4dQWuJEkYHxvNZ2PKwcMTtPmVqjUf+MUvnoAoyxA69B0/sBGZjv0QBAG//vVTuq2pGWA0us0VOW4e8DlUF8Jq4O67PwkISXDxLYo2QuAKj+KGfTeZbht9OZ2dahXMdHJj84HplAOd3bRUrVoprVxt7WusiHUjKxHtoiv7m405gSIVfqwjcqAZC/OziMfjhp2DUhwjI0MgnjqAK24StOhpwPA2sdjdrhBCMDQ8CNHTmH9O9qlfW3nzPzk5gawolmU6sJr+QBYjQwNVZ3U/OjqC37/5OrJNV4O4AhU5J/HUINu0Gy+/8hIuXpzQZc1JTwSSAAAgAElEQVRQaBluXhWkZlPvUmxjrb4Zt9xyK9xuDxzLW5uZw8XnACGJu+66V6fI9KOjowMMA0wn1y+hUwgwm+TyYohSfVCRY1E0695iyoqsjvYzaAPdKOZACMHIyDBEb+PmB+eQfY0Ir4QQiYQNjIxiJvPzc4hFI2pprAbvBvHU4vyFc+YFtgmaANuyyAlKiCeTWFiY1yMsSyBJEn7wb98FHB4Ibfsqem6h/SYQzol/++H3IMtb76NZWVlGvdt8gQMA9S4JoWXruw4Wg8vlwm233QFndBJQyv898StjcLrcuOWWW3WMTh9cLjeam5oxs4HIWUqzyMqwhOU1xRhKs5CmxgMVY3Z2BozLD3CFnUHsgOJWh07OzlrframamZ+fQzKZgOIrXuQoviYAwPAwLVmrVs6ePQ1A7Z9bjejfgfPnz0EUyy8HM5Lh4SEEXVsvY9JEkpWzVqXy/PO/xeTFcaQ7DxrS01kQ3o105wGMjgzh6NHnt7xcJBxGrcNc+2iNGqdSVTd8brvtdhApCy5W5rWZKHBGJrH/llvhclX4fVYkHZ09mE2tv4+aTanip6ODipxqhWZyLMrS8hIkh8/sMHSBOL0Awxg2KI5SHENDqrmE7G/Z5MhLyL4GgGExOFj9s0S2KydPfgC4A1DcaxtvpZoOZIUMBgbOmxRZYUaGBtAfyG55tmW7T4aLrx4hPzc3i1/88meQarsg1feYEoNU3weppgM/+9lPt5whi0XDCDjM7cfRCDgIYvFE1ZQ27t27D26PF46VibJez8XnATGD2277hL6B6UhHRyfmUyzkdd5Cs0lN5HRUOCpKpbgkcja/UFCRU0EikQgUh8fsMPSBYcE4PIjFYmZHsq0ZHLwAhneqg0CLheWh+BqoyKlSMhnV3j0b7MDlakEOtgIsh/fff9ek6DYmmUxiZm52y6VqAMCxQI9fwsiI/TM5sizju9/9NmTCItN9u3mBMAwy3bdDlAm+//3vQFHKFymxeAwBpzVETtCpQJZl2w8E1XA4HNh/y61wxqYBUvq/MR+eBO9w4IYbbjIgOn1ob++ApADLmSu3h3MpDjXBAHw+vwmRUSpBqZkchmGou1olSKdTxpaqyVm43W585StfgdvtBuSscecCQDgHMpm0oeegFGZg4AJEb9MVm9nNkHzNGBkdtmzZEqV8Tp58H6KYhVTXc+U3OQfEYAeOH/+DLr0VejI2pjZLlzsE9HL6giImxsds/x7/7W+fxsjIEFJdB9UMuokQlx+pzltx4cI5vPDCc2WtoSgKUukM/BYwHQAAXy6ORKJ6THRuvnk/iJgBmyzdNc4Zm8Z1e/fB5XIbEJk+tLWpDrVzqSv7cuZSPNraOysdEqWCXLKQ3hwFjKWzOEAViRxZlkEMHEjESFk89NBDeOSRR/Dggw+CkYwVOWBYSJK9NxB2JplMYGp6siy3PtnfDEkULW0nTCmPN4+9Djh9a00HViE19CEaDef7dqyCZmveG9BH5PQHJYiSZGtzlPHxMfzyVz+HWNcLqb7P7HAAAFLjTki1XXjyZz/B1NRkya8XhAwIIXBbRORocVTTDbvrr78RDMOAj06X9DomEwUyMdx4Y2XsycultbUNADCfvlLkLGR4tLYaM6aDYg1KzeSwrHWzOEAViRyWZXUZ0rURhHfiyJEj+N73vofnn38ehHcadq7cGS2vkKuZgYHzACFXNJcXg/aa8+fP6h0WxURCoWV8dOokhIargA1uqEi1XYDDjVdffbnC0RVmZGQILV4Cn0Ofz0hNLI2Obs1O1yxEUcR3v/cvUDgnMj23lZytNQyGQabnE5AZHt977NGSM4LptCom3JxFRE4uDi2uaiAQCOCqnbvhKNF8gI/NAoClS9UAIBAIwutxY+GyTE5aYhATLokgSnXCsurvvdieHNbA5IIeWDu6EnC53GAUAzMfnBOZTAZPP/00MpkMwBkrchhZsnRKu9o5d+4swHKQ/U0lv5Y4PCCeWnUNStVw9OgLIIRAbNy58UEsh2x9P957711LzQcZHRlCb0C/7HOjW4HfCYyO2nMm1K9//RSmpy4i1f0JgN/i5ywhYLIpsOkIHIsDW77ZRhwepLtuw/jYCA4f/k1JrxUEAYD1RE4mkzE5En25bu/1armaXPyeg4vNoa6+ATt2tBoY2dZhGAatre1YSK/dHmqPqcipbkrP5FhbRlg7uhIIBoNgJMHsMPSBEBAxjUCgMgPpKFdy7tzH6oBHtrghoJcj+nfgwsA5y/VmUMpDEDJ4+eUXIdV2gbiDBY/NtlwDhSh46aUjFYquMNFoBKGVFd1K1QA18dHjz2LMhiJneHgIhw//BmLjTsi1W7fCdSwNgBNiYKUM3BePw7E0sOU1pfpeiPW9+NWvnsL4+Fjxr8uVOPNbuLKnJWZN/2laKj/LxbPqTkmWrWFprRd7914PEKK6pRUDIXAm5nH9dfss3aSt0dzSiqXM2hu5i7nytebm0qsbKPahJJEDKnIqRmNDI3ixOhxcIAuAIqO+3v6DTe1IKpXC+PgoJH/5H+ZyYAeETAZjY7Qvpxp45ZWXkEwmkN2xd9NjiSsAsbYbL730PJLJRAWiK4xmOqCnyNHWm5yaRDZrcH+ijsiyjB/++2MgTi8ynQd0WZOPTBV8XC6Z7tug8E78+4++X7TbmiSpN1W2Uiafkpg1/aepLYgcLY5qu9mza9dusCwHLl7coFM2EwURM7jmms0/P6xAS8sOLGfWbnSXcpmc5ubiRypQ7IfmllZcJoehPTmVoqVlB5CJAVuw3rQKbDoKgKaFzeLcuY9BCIEcLP/fXw6qJQlWa0CnlI4gZHD48DOQA61F92hl2/Yhk0nj+efLc8nSEy0T0B3Qd6PZHZChKAqmpi7quq6RHD36vDr0s+NWQK++SkUq/LhceDfS7fsxOjKE119/pbhQFPV3zDHll6t5ebKm/9S7BRMDvkpFjsvlRnd3D/jkUlHHs7njdu7cbWRYutHc3AxZAcLCpS3iUoaDz+uFz1cd8wgpG8OyLBRsLl4ILVerHN3dPQBRwGYiZoeyZbj0CgCgs7Pb5Ei2Jx9//BEYji/LWU2DODwg3nqcOfORjpFRzODFF48gGg1DaL+x6Nco3gaIdd347XPPIho19zNpfHwMzV4Cj86OW91+Kb++HQiHV/DUU09CCravbwFuQaSGfsiBHfjpE48jGo0W8Qp1Y7KVtiAPT9b0n27lfaPdcrRDiVap7Nq1B3xquah5OVxiCS63B+3t9hii2dioXvtWz8oJZVg0NZV/TaTYB5YtNpMDcNyVLnxWompETn+/2gzMFXlnpWQu780os1ejGLjEEvyBIP1AMYmPTn8E0d8CsFv74xUDrRgYOJ9vBqbYj1gsimee+TWkms6SnfaE9luQzQr49a+fMii64hgfG0a3T/+SsiaPAg8P21ilP/PMr5ERBGS6D1rHTW0zGAaZ7tuQTqfw298+venhl2ZcWOPns8NE9HLZuXMXiCyCzWwuPvnUMnZetcs2/w7a3iO0WuQIPJpoqdq2gGO5okSOTN3VKkdraxuCNbXgcjaNeiPVdhZ8rBuEwJGYxzVXX1uVd7+sTigUwtzsNKQtlKppSME2SJKk2lFTbMlTTz2JdCYNofOWkl9LPDXINu3Byy+/iIsXJ/QPrgjS6RQWFhfR5de/XIhlgC6/hAkbiJxwOIxXXzuKbEM/iLvG7HBKQvHUQazrxdGjLyAejxU8VrurWswGpRJcEjnWvttbDj09vQAANrVS+ECigE2H0dvbW4Go9KGhQe0HXl2utiKwaGgo3W2UYj+Kz+QwNJNTKRiGwY033ARnbNaQvhyxaQ9kVxAK70am+3aITXt0PwcAsOkwICQsPzCsWjl9+kMAgBzc+sAzObADYLn8mhR7MTIypG6Mm6+G4qkraw2h/SaAd+E//uMHRTeP64k2ULLTb4y7VadPwtTURRADZ5TpwZEjhyFJErKt15sdSllk2/YhmxXwwgu/K3icw+EAAIgWaYERFfVGndNp9Fy5ytPW1gGW4zYVOWwmCigyurvtI3I8Hi+8HjdCOZGTkYCUeEn8UKoblmWLn5Nj8eyktaMrkVtvPQgiCeDiBmRzGAbE6YXiqYXYvMewcgd+ZRwMw+CWW241ZH1KYU6dOgk4fWVvatfAOSD7W/Dhhye3vhalokiShB/82/cAp1cVKuXCu5BqvwWDgxfw2muVHxA6OamaAnQYkMlR15WQzghYXjaoTFgHRFHEy6+8BLGux3ZZHA3FUwextgsvvvR8wSZ+t1ud+SMo1qgCEGQ1jmqc+eZwONDe3pnvod0INhUGAFuJHACor29ANCdywlk2/xyl+uFYDjK1kLYeN954CzweLxzL9pzCDULgCo9h7959qK3VYZNNKQlZlnH69Clkg226iVixpgMzM1OW3gRSruTw4d9ganIC6c4DWx78KzXuhBxsxU9++l8Vfx9MTl6Ei1eHdxbD23NOvD1X/M/b4ZNz55koJ7yKcPbsGWTSKYgN/WaHsiWkhn4kE/GC5a+amNDEhdlocbjdLpMjMYauzi7wQrzgMWwmAjAM2tq2Xh1QSerqG7CSVUuRIjmxU1dXb2ZIlArBcmzRPTkcb1x/uh5UlchxOBy4++574YhcBCOmzQ6nZLjoNJCJ45Of/LTZoWxLhocHkU6nINfo54Aj16gXtlOnaDbHLoyPj+HXv/4FxPo+fVy4GAbp7k8gK0r4/g/+taJla9PTk2jzykXPTTk258axueLvurfnRM709HQ54VWE9957Bwzn2JIlvBWQajoAlsN777274TEulwsMw2xpgKeeaHG43R6TIzGG9vaO3OiKjctB2UwUjY3NtivZq62tR1RUN7BU5Gwv1HK1zY9T5+RYW0ZYO7oyuP/+BwBFhmPxgtmhlIxr4Rxqautw4MBtZoeyLfnwww8AhtHFdEBDcdcCroC6NsXyCEIGjz76T1B4FzLd+v0dEncQ6Y79OPvxabzwQuVm58xOT6LVY9y0eZ+DIOgCZmetK3I+/PAkssF2Qx0xKwLngBRow8kCnyUcx8Hn9SAhWuPSnsiJnEAgaHIkxqBlZ9jMxoYQvBBDZ4c9rKNXU1tbh6ig2pFHc+VqNTW1JkdFqQQcyxXl0KhaSFv7c9Uan4Q60t7eif37D8K1eAGQ9LVNFRt3QmzcqeuaGmxiEVxsFg9/7gvgLZ7+q1bee/8EZP8OgNextIJhkK3pwOkzp2w1GX678vjj/4G5uRmkeg/p+z4AIDbthlTbhSee/DHGxowvqU2n0wiFw2jzGduF3uqRMDMzZeg5ykUQBKysLEPxVscdaNlbh8XF+YJ9OQF/AAnRGpmchMiCY1l4PNWZyWlpUW3l2Y1K1ggBK8TR0tJawaj0oba2FqIMpGUGsdzv0e/3mx0WpQJwXHE9OTIBWOquVnm++tU/ASQBzvmPdV1XatwJyQiRQwjc0ycRCNTg059+QP/1KZuyuLiAmelJiAZYg0u1nRCzWZw9e0b3tSn6cezYG3jttZch7LjemNImhkG69w4ovBv/65//J5LJhP7nWMXc3AwAYIfXYJHjlTA7Y81MzvLyIgBAcVbH5oy4AiCKglBoecNjAsFaxCwicuJZBn6/r2rHITQ1qXNjGGGDv2U5CyJl0WzD+TLBoGrSEc8yiGUZBIOBqv09UtZCy9UsTm9vP26//U64Fs5t/OFjIbjIFLj4HP7oj/5b3h2HUlm0cjIj5h/JgR1gOAdOnnxP97Up+jA5eRE//PfHIAd2INuxBTe1zeDdSPbdg+XlZXzvsUcN7c9ZWJgHALR4jBU5LR4Z8UQCqVTK0POUg2b0QFzVIXI0sba0tLjhMXX19YiKjkqFVJBIlq1qR65gMAin0wU2u34mR8vwNDfbb7C3JnJiIou4yCIYpKVq2wW2yEyOaiFNMzmm8N//+9fBcwxcUxbfWCoSvNMn0Nbegfvuu9/saLYt77//LuCpMcZiluWRDbTivfdPWH6eyHYkkUjgH/7x7yGCR7rvbsDgCc6KvxmZzv04+cF7eOaZXxl2nsXFBQBAk8dYowNtfe18VoKx+DTucik0gK+urgFhwRp33MNZHvVVPECSYRjUNzSCya4v8LXnGxoaKxmWLmh9VAmRQUJkEaT9ONsGjuOKmpMjE8by7RXVeQUA0NTUjK98+Y/hCE+Ai0yaHc6GOGc+AjJx/N//1/9j+TdLtZJMJnH23MfI1nQZdg6prhuR8EpFejEoxSPLMh79zj9haWkRyb57QJzeipxXbL4GYkM/fvnLn+H9908Yco6FhQX4nQy8fHHCmhB1wvlsksPrMy4Uq8ebc5kiLXNkJTye3O9TNrAfTs7C7XbjK1/5ipqJN/BcTG7t/M+1DvX19UiJ6gBHswkLbNU7cjU2NoITk+t+j809b8dsViAQAAC8NOnBbIqD3x8wOSJKpeA4vsg5OQzN5JjJww9/CR0dXfBOvgNIgtnhXAGbXIZr4WPcffcnsXevPSdxVwMffXQSiixDrDVQ5NR2AmAM29BSyuOJJ/4LZ06fQqb7NiiBCtbNMwwyPZ+A4mvEd/71n3Hx4oTup1hcnEejq/id7uszrv+fvTsPjuS+7gT//eVVN1CFwn0V7qsb6Jtkk83DTZGU2BRJSZRsidZBr6RZj2mNbM/hlTfsDUfsej2e2VmPNnZiaMfs2OvVhGeWG9IG6Y2xJVuSLd43xavZJxrduM+6K6/9IysLQDdQqAKyKjOr3ieC0SygKvM1WETly/d+74f5NI8NmcN//CiIv71e2uCFFq9zKzl+v7HgnVk8hGYrpuTwyCOP4Omnn8a5c+cqey5VBgD4/bsnOc3NRuVkKWPvxUdGAeI544ZjLYs2RcHvsmUFy6XAGHPlVLJotBmDAwOY05sh+cOYnDxid0ikSjieRymd1KoO8Lyz0whnR3dAoiji6ae/DSan4Z3efW8BW2gK/Jd/inA4gq997et2R1PXXnnlJUDyQwuW3lYhLH0MYenj0k8ieKGG2vDSyy/uI0JSCT/84X/F88//v8i1TkBuGa1+AJyA1ND9yOkc/uAPfh/r62uWHn5leRFRT+nrcd5cloo+3o1f0CHxwMrKclnxVUNzcys4jgeXtvZnu5UuSHjuuefw3e9+F88//zx0oXL7oXDpVYiiVLQ60tpqTPxaytj78W4mWW5cdF+OcDgCXU5jp9Ink9MIhhqLthc6lSiK+J//8I/xzJ/+BZ7507/AAw980u6QSJUIggC1hHY1TWeOf2/XdJIDAIODw/j8E78EcfkihOWLdodT4Ln2Klh6DU//2rcRCNTGolg3kmUZr7/xKnIN3WWtxRCXPoZYTpIDQA7HcH1mGrOzN8oNk1js5z9/B3/yJ/8OSmMXsr232RaHLgWQHPoEVtZW8Yf/8n+0dMz4ysoKwp7S1+PkVFb08W4YAyIeZyY5Ho8Hsb5+CMndF+ofGC8hk8ng2WefRSaTAfjKJTlCcgGDg0NFW5vNpGLR5krOYj7JqvUkp7GxEdBUQJNv+R5TMgg3VmCdJyEVxHHCtulq93RkcE9H5pbnqTq1qznCZz/7BQyPjME//SJYkU27qkVYvQpp4QOcO/cYjhw5Znc4de3dd99GNpOBEolV/FzmOYrtWE4qb3b2Bv7lH/1PUD0hpAd+oeKDBvaiBZqR6rsbH5//EP/+3/9vlgynyGazSKZSiJSR5BxERJKxsrL7WGM7jY2OgU8toaT+CyfTFHDJZYyOjhd9WjgchtfjwXxqf+9rideLPi7VfMq4+Glvd98eMeUwp5CxHVrWeCWNcNh9rWqkvvE8B2XLZqBnOnI403HrDThjupqz0whnR2cRnufxG9/+Z/CKAvyXfmzcdbEJy8bhv/IP6OsfxJNPftW2OIjh5ZdfABOkyuyLchPdE4QWaMZLL71Q8XORnSWTSfzBH/w+0rKK5NAngAq2FpVDaepHtvMYfvrTv8MPfvDsgY+3trYKAAhL1bmwD0saVh1YyQGAycmjgKqA37hudygHIqzNALqGycni6zcZY+jo6MRsan93WI9Fc0Ufl2o2xSMY8BeSgFplTiFjO6z75dRczf/9Se3heR46TVdzl5aWVvz6r/+Gsdj/mk2LvzUV/ot/B4/I45/+1m9DFJ2xl0G9UlUVL7/8otGqVqWSqxyO4cKFj7C87MwLwlqmaRr+7b/915idm0Vq4BegexvsDmmbXOdRyE39+L++9+d4883XDnSseNyoWIeqlOQEJQ2JxC67vtvs6NHj8PkDEJcv2R3KgQgrFxFqaMThw3svAO/s6sFsen8J/NmuLNp8KhpEDV8bTeBs1/6G9syleHR2Wr/vmNMEg0a7+U5JDlOyCAQC1Q6JkAPheQFKSUlO8XH2TlA3SQ4AnDp1Bx599LOQFj60ZX2OZ/plcMkl/PrT30ZbW3vVz0+2++CD95BMJqBE+qp2zs2WNRpAUG3/5b/8J7zxxqvI9NwGtcGBLTSMIdN3N3RfE/7Nv/kjzM3N7vtQ8biRcATF6uzLFBJ1JFNpqKp9VfLdiKKIM3fdDXH9KqDeum7CFZQsxPUZ3H3m3pIuKrq6urGcBrL7+M9hrLHS0BlQcbYri/1ucn8jLaKru/aTHHNNLbt5dLiuQ1eytOaWuA7PcyXtk6NRkuM8X/rSVzA2dgj+qz8Dl1qp2nmFpQuQFj/Eo49+Frfddrpq5yW7e+mlFwBOgNLYVbVzar4wdF8YL71MLWvV9M47b+H/fvYvIUeHILcWX9NgK15AcugsMrKKf/2//CFkeX8X5YVKjlidSo55HqdWc+69935AVcoeFuIU4uJ5QFNx331nS3p+b28MOoDrSXsuQDZyDOtZoKen8msd7WZWam5JcjQF0HVKcojrcBxf0j45Cg0ecB6e5/Gbv/kvEAoGEbj0d0AF9zQwcakV+K6+gPGJw/jSl75S8fORvWmahhdfegFyYxfAV7dtMBeO4YP3f4719fWqnrdebWys43/9438F3duITOw09n1rukp0TwipvjO4cvkivve9P9/XMVIpY6f1UjcCBYC0wrZtaplWSv85+fLnMc/rNCMjoxgaGoV34X1Ad9kAAk2Fd/F9TByaRH//YEkv6e3tAwDMJOzpl5/JJ1e9vbWf5Jgbs7KbqoSbexr5qh4TIQchCAI0lFDJ0QBBoCTHcSKRCP7pb/02WDYO3+W/33G+vWWUHAIX/xaNoRB+8zf+ueNLe/Xi/PkPsbG+WtVWNZPS1Add1/HqqzRlrRr+w//xJ4jH40gN3Ff1hHa/lEgMuZYxPPf8D3D+/Idlvz6TMSY9ecuYjJVS2LZNLVNlJDnmeczzOg1jDI8//lkgswFh9ard4ZRFWLkEZJN4/LHPlvya1tY2SKKIazZVcszkqh6SHEmSwDgOuKmSY1Z2vF5Kcoi7cBwHtaTNQPX6na42OzuLL3/5y3j44Ydx7tw5/Nmf/RkAYG1tDU899RQefPBBPPXUU7bdzR4fP4SvfPkpCGtXIc79vDIn0XX4Lv89uFwSv/Vb/wLhcKQy5yFlM1rVeCjh6veMa74mwNuAF1/8h6qfu968/fab+Nk//ATZjilo/t03UNwXXQfLpcCl1yAufGj5zZJsz0lACuB//3ffLXutSyaTAQMglvEb3i/o2za1LKcK5OE3z+tUJ0/ejrb2Tnhn367sjS0r6Rq8c++gu7sXR4+eKPllPM+jtzeG6bg9lZyrcR6NoVBdfOYxxuDxeMFUZfs3NOMxJTnEbXi+tHY1Y/BAnU5X43kev/3bv42/+qu/wl/+5V/ie9/7Hi5cuIBnnnkGp0+fxl//9V/j9OnTeOaZZyoVwp7OnXsMt91+J7zXXwMfn7f8+OL8exDWruKXf/lrGB8/ZPnxyf7ouo4XX/oZlFBnRTfu2xVjyIZj+PnP30Uikaj++euEpmn4P//iPwLeEHIde0+kKpe4+CH47AY4JQPv1RcgLpZfcSmKl5DuPoXrM9P4+7//cVkvzWQy8Ajldeb5BH3bppa+spIcs5Lj3CSH53n84he+CJZagbBy2e5wSiIsXQBLr+OXfulJsDLbLPsHhnA1KdqSz11NSugbGCo7ZrfyeDyFpMbECkmO146QCNk3nhegljJdTavjwQOtra04dMi4sA8GgxgYGMD8/Dx+9KMf4fHHHwcAPP744/jhD39YqRD2xBjDP/7Vb6GlpQ3+yz8GdhgBuV9cYhHemddw8uTteOSRxyw7Ljm4ixc/xsryEuSmPttiUCJ90DQVr71m0zjzOvDGG6/h6pVLSHccq8iIcGHtWtHHVlAifdACzfjP//k/QStjM0tFUSBw1bvAFJheOK+T3XXXPeju7oV39k3nr83RVPhm30Z//+C+htX09w8gJQOLmeq2k8gacD3Blbx+qBZIkqeQ1BTk1+R4PB4bIiJk/3ie37NdTdeN6WpO3yenKtHNzMzggw8+wJEjR7C8vIzW1lYAQEtLy477hQSDnqotZgqH/fgffu/38K1vPQ3flX9AevDswRcmqzkELv8EzdEovvOd/w6hEM3Jd5K33noVYByUcK9tMWiBZsATxGuvvYTHH/+0bXHUsp/85IeA5IcSHajMCW6+qLn5sRUYQ7btEBYv/QRXr36MY8eOlfQyQWDgq3gTnc9fR3u9AsJhf/VOvA/f+MbX8Xu/97sQlz6G3DJqdzi7Ehc/ArJxfOMb30EkUv5nyNTUYQDA5Q0Brb7KD9gxXUsYrS6TkxOOfy9Yxe/3AWs3V3KMFtNotLFufg6kNgQCHmh7VIDNdrZAwOvo93fFk5xkMolvfetb+M53vlPYNMvEGNuxnJ1IWFdRKUVrazeefPKr+PM//w/5D76RAx3PO/0yWDaOf/I7vwNV5bG25syJQ/VI13X87d/9GEqoAxBsvMPGGHLhGF577TXcuLEEv9+5vyTcKJ1O4+VXXkaudQJgzl4YuRclEgMTJPzN3/wQ/f2lXZSn01lwrHp9SmZCFY+nHP/7bkL7uq0AACAASURBVHz8KIZHxvDxlTchNw04cxiFkoN39i0cOjSFoaFD+/qZNjW1QxB4XIoLuL2teknOpQ3jsqKjI+b494JVBF4A027eJ8dIcrJZrW5+DqQ2yLIOZY8+VzPJkWVnvL9bWkI7fr2in/6yLONb3/oWPv3pT+PBBx8EAESjUSwsLAAAFhYW0NRk8WLgfTp37jFMHJqE75qRoOwXvzoNceljfOYzn8fY2ISFERIrTE9fweLCXGFTTjspkRhUVcHrr79idyg15+LFj6FrmpHMuh0nQPa34IMP3y/5JZqmoYrdamDQC+d1OsYYvvqVXwFyKUjz79kdzo6kuXcAOYMvf/mpfa9rEUURsd4+XN6obhJ3eUNAQyiI5uaWqp7XTpIkFZKagnwlRxQdmEQTUkQp7Wrmmp26HTyg6zp+53d+BwMDA3jqqacKXz979iy+//3vAwC+//3v4/77769UCGXhOA5P/9q3IQo8fFd+tr/pO0oW/ukX0NPbhyee+CXrgyQH9vLLLwKAI5IcNdgGSH688sqLdodSc65dmwYAaP6ozZFYQ/VHcf36DPQSfy/xPL9nu4GVtMIHnrMXoZpGR8dx222n4Z17F0x21thrlkvCM/8+zpy5F4ODQwc61vDIOC4nhKq+Fy4lJAwNj9XN0AHASGS4m5Icln8sCJTkEHcRBON3RrGPGzMJqtt9cl5//XX84Ac/wEsvvYTHHnsMjz32GH7yk5/gm9/8Jn72s5/hwQcfxAsvvIBvfvOblQqhbC0trfjKl58Cv3EDwvKFsl/vmXkNTMng6V/7J3T3xqFefOlnUEPt0EUHjPVkDLnGXrz+xmvIZqvbolnr0mmjfK7b2ZJoJUGCrmklv084ji8kHtVgXkQ7fffrrZ588quArkK68ZbdoWwjXX8DPAO++MUvH/hYIyOjyCqbm3NWWlJmuJ7gMDIyVpXzOYUoimA3XxHmq5p0LUDcxrxZVWyMtPk9p1dyKhbdyZMn8dFHH+34PXPPHCd64IFP4sc//hEuTL+GeDgGCKWNGOYSi5AWP8K5Rx7HwMDB7r6RypidvYGZa9OQe263O5QCJRKDvPgh3nnnTZw6dYfd4dSMwgZlugbAPRfeu8pfQJV6d7zUfQ6ssvmB556fdWdnFx74xEP467/5r8i1TUD3NtodErjUKqTlC/jkw4+itbXtwMcbHjbWcF1cF9AbLG+vpf24nN+XxzxvvRAEAezmaX35x06fPkXIzcz3rKrvniQoLqneu3tFbgVwHIdvfONXATkDz2yJd/h0Hb5rL6OhMYwvfOGLlQ2Q7JvZFuaEVjWTGuoAEzyFNjpijWi0GQDA5WpjHyKWSyAQDJU8jpbneShVXB7jlg+8m33+81+EJIrwzLxudygAAM/11+D1+vC5z33BkuO1tbUjFAziwnp1LrQvrAtgDBgcHK7K+ZyC54Vb1uSY7Wpu+3+CEPM9q2i731TbbFdzdhJPSc4OBgaGcN+9ZyEtfACW3fsiSVi9Ci6xgC998Zfh89GULKd6+eUXoQWaoXuCez+5WjgOucZuvPraK2Xvak92F4v1AzAqrLVATC6iL/93KoXX60VW0au2EWRWZYXzukk4HMGnP/04xNUr4FIrtsbCJRYhrF3D4499FqFQgyXHZIxhdGwCH8er07Z5fl1ET3cPAoH62jaB5/lbFzBQJYe4lNmCVlq7mrOTeEpydvGFL3wJPGOQZt8u/kRdh3f2TbR3dOK++z5RneBI2dbWVvHxhfOQG3vsDuUWSjiGVDKBD8uYnkWK6+npRUNjBML6jN2hHBjLJcFSKzhy5GjJr/F6vdAB5KpUzcm4NMkBgEceeRxenx+e62/YGofnxhsIBIJ4+GFr980aHR3HXJIhnqvsGi1NBy5uiBgdO1zR8zjRbu1qjOPqagADqQ3mMIHiSU6dT1dzu5aWVtx//wOQlj4GyyV3fZ6wNg2WWsUXPv9Fx2e09ez1118BdN1RrWompbEL4Hi8+upLdodSMxhjuOvOMxDXpis3PUvNwev14oknnjAu7tXK7EUiLn0MALjjjrtKfo3XawzWMJOPSsvmi5Aej/uSnGAwiEc//TiEtWlwyVs3p64GLrEAYf06PvOZJyzvBhgdHQcAnK9wy9pMkkdaAUZH62voAJAfuHFLkqODd9EgDkJMhUpOsXa1fAJUt9PVasGjj34WDDrE+Q92fY5n/j1Em1tw5513VzEyUq5XXnkJ8Iag+SJ2h3IrXoQS6sTLr7xU8ohgsrcHH/wUoGvGzvEVwJQcHnnkETz99NM4d+4cmFKBJEdT4Fn6CJOTR9HR0Vnyy8zNZVNKdZKclGJ8lLi1Tenhhx+Fx+uFNPeuLeeXZt+BPxDEQw+ds/zYg4PDEHgeH69XdsrX+TXjwqge94cThFvb1ZiugaMbn8SFSpquplElx/Xa2tpx8tTt8CyfL2zstRWXWgEXn8O5hz9NVRwHy2YzeOfdt5Fr6AEc2jqghHuwtLiAmZlrdodSM7q7e3DixG3wzP8cUKwf0a0LEp577jl897vfxfPPPw+9xEmM5RAXPwKySXzmM0+U9bpQyNj9OSFX51d8Qjb+vwoGd9512ukCgQAefOCTEFcvl7QOcxtOKP54DyyzDnFtGp/65LmKtPtJkoTBoWF8tG79+3Or82simiJhS6bCuc3ulRy6xCLuY64jU4psQ6DQmpza8OADnwLkDIS16Vu+Jy6dB88LuO8+Z2xoSnb285+/C0WWoYS77Q5lV0qjEdsbb7xmcyS15Rd/8UlAycGz19q6/eAlZDIZPPvss8hkMgBv8UWkkoV39h2MTxzG4cNTZb00GDQWrpvJRykkXi/6uJiEzOD3eR3/gVfMpz71aTDGIM2/V9brlHBP0cd7kebfA88LFanimMbGDuFKnC+0FVpN14HzGx6MjU/W5RoUY/DAzQvgjDU5hLhNOfvkOH2wBv0fuIfJySNoDEcgLF/c/g1dg7R6BSdOnLJsEg6pjDfffA3gBaihdrtD2ZXuCUL3N+H111+1O5Sa0t8/gPvuux/S/Ptg6XW7wymL58abgJLBU1/7etkXjg0NZpJT+q/4Y9Fc0cfFJGQOIZdWcUwtLa24/bbT8Kxc3LFyvxu5ZQyqpwGa4EUmdifkljLWpKgKPCuXcNdddyMSqVwr7fj4IagacGmjMhckSxkOKxnjPPWI5/lbW4113fGtPITsRBCM1tZi2xCY46UpyXE5nudx5+kzEDeuw3vhbwv/+M7/DZBL4a67aC2Ok+m6jldfexVyqLPsNpJqyzV248OP3kcyWRt7uzjFk09+FV6vF77pF24d8+pQXHIJ0sIHeOATD6G/f7Ds1zc2hgEA62VM1DrblUWbT0WDqOFrowmc7Sq9xW89xyHcFC07Tqc5e/YT0OUMhPUy2kYZgy75ofnCkFvHymqJFdauQldyOHv2gX1EW7qxsXEwBny0Vpl1OR/l1+PUa5LDcRyga5CbhyE35/cI0jXwPF1iEffZrOTsPXjA6dV7+j+wBPff/yBivTHE/Grhn94Qh4mJSRw/fsru8EgRN27MYGV5EWqjc1vVTGpjN3RNw7vvVqC1qo6FwxF85ctfA78xCyE/qczRdA2+qy8gFGrAl7701X0dwuv1wuf1Yi1b+q94xoCIR0NnQMXZrmxZy9dWcwKaaiDJmZo6hobGMMSlC1U5n7T0MZqiLRVPDgKBIHp7YviwYkmOiIDfj56e3ooc3+nMdjUlOgQln+QwXTeSH0JcxqzOqEUqOW4ZIe3s6BwiFuvDv/qjP7Y7DLIP77zzFgBAaSh9MpVd1EArmCDhnXfeKmtcMNnb/fc/hB//5O9w/uKrSIR7oIs+u0PalTj/HrjkEv6bb/9zBIP737i2KRLBarY6LXprWQ6RiPuTHJ7ncfeZe/H8//ccoMoAX8GJZEoW/MYs7v3ME1W5GJ44NIkf/fVVKBogWHy6jzY8GB07VLcX9Zt3s3UA+bsDugbe4a08hOykkOQUna5mPpcqOYTY5u233wK8DdC9Llg3xXGQg21486037Y6k5nAch3/8q78OXlfhmXbufkQsswHv9Tdx4sRtuPPOMwc6ViTagpVc5T+A0gqQVnQ0NTVV/FzVcOLEKUBTwW/MVvQ8wvp1ADpOnLitoucxjY8fRk4FrsStvfBeyzLMJRkOHaq/TUBNhSRnazusrju+lYeQnZjv21Kmq5nrd5yKkhxSsxRFwc/fewe5kPOrOCaloQtLi/OYn5+zO5Sa09XVgyee+EWIK5fBrzlwVLeuw3v1RXgkAd/4xq8eeEpVS0sblrOVv5O8nDE+EJubWyt+rmoYG5uA5PGWty5nH4T1GfgDQQwNDVf0PKbxcWP/GnP9jFXO5/ffGR+v3ySHMzf93DphTdcoySGuVFK7WmGfHGe/xynJITXr4sWPkc1koLqgVc1kxkrrcirjscc+h86ubvinXwJUxe5wthFWLkHYuI4nv/RVRKPNBz5ea2sr1jJArkJjg02LGa5wvlogiiKmJqcgJSp7o0FMzOHI1NGqXSSEwxF0dnRYvi7nwzUBHo+E/v4BS4/rJoWWnS1JDtM1CA6/ACRkJ+Y6m1IGD9B0NUJs8v77PwcAqCH3bE6neRvBJF8hdmItURTxj775a0A2DmnuHbvD2aTK8M28hv7+QTz44KcsOWRLi5F0LJcxfGA/lvKVHPN8tWBkZAxIr1dkE1kAYHIKyCYwMjJakePvZnxiCh9vSNAsHDL40ZoHo6Pjjr/YqSTzopDdVMmp558Jca/CZqDFRki7ZPAAJTmkZn3wwfvQfWFHLzK/BWPIBdrw3vvlbUhISjcxcRhnztwLz9y7YNm43eEAAKTZt4FcEl//+n9r2Z19c+f5hXRl7yYvpDlIolgYW10LBgaGAAB8arkix+eSxnEHB6vTqmY6dOgwUjJwLWHNeyIhM1xLGJNG61khmaEkh9SA8gYPOPs9TkkOqUmqquKDD9+HHKxAFUfXwXIpcOk1iAsfWr73ihpqw8ryIhYXFyw9Ltn0y7/8NQg8B8/1N+wOBSyXhGf+fZw5c69RQbBIR4fR+jifqmySM5fi0dHRUVM73Q8MGHsTmcmI1czkqa+vvyLH3405qtqqlrXzdb4/jmmnJIfpGkTR2YuyCdlJoZJT0uABSnIIqbpr16aRSaeghtotP7a4+CH47AY4JQPv1RcgLn5o6fHVoBHzhx++b+lxyaZotBnnHn4U4vJFcOlVW2ORbrwFngFf/OKXLT1uY2MYPq8Hc+nK/pqfz4jo6Oyp6DmqLRRqgM8fAFehSh+XjaMxHIHP56/I8XfT3NyClubmQnJyUB+tiRAFAUNDI5Ycz63MCz2mbS6AY1TJIS5VUrtafvCA09/jlOSQmnThwnkAgBposfzYwk2TuW5+fFCaPwJwAi5ccMHGlS726KOfgSR5IN2wb8gDyyUhLV/A2bMPFNrLLDs2Y+jo6MJcBSs5qgYsplihalRL2tvaK5rktLd1VOTYe5k4NIUP1z2WFKA/WpcwNDwCSZIOfjAX26zkbElyoDl+vC4hOymlkqPqxmcMTVcjxAYXLnwMJnqge0LWH1xTij8+KMZB9TfhwkVKciqpoaERDz30MMTVy2DZhC0xSPPvg0HHY499tiLH7+ruxWy6chegC2kOqg50dXVX7Bx2aWtrhyBX5n0h5BJoa7NnIMr4+CHEc8Bs6mAf/xkFuBLn6349DoDNtjRta7uaSu1qxJUK09X2qOS4YXogJTmkJl24cB6yLwq4dJ2AGmjG5csXoaoVnv9b5z71qUfAAIgLH1T/5JoCaek8brvtDrS1Wd9WCQDd3T1YThsbdlbC9ZRQOE+tiUSawOSM9QfWdehyGpGIPZunmutnPjrgupwLGyI0fXP/nXomisaNBLa1kqOpdV/hIu602a5WfE2O06s4ACU5pAblcjlcuzYNNXDwvUbsovqbIedymJlx4KaVNaSlpRUnT94Oz8rF7ZORqkBYvQooWXzqk49U7Bxm8jFboZa1G0njuJ2dtVfJaWxshK5kAc3iGw2qDGiqbdPoOjo60RgKFTbx3Mk9HRnc01E8wftoTQBjzNJhGW61WcnZ8l7RqV2NuJOZvBSdrqYDosPX4wCU5JAadP36DDRNhea3506pFbRAFAAwPX3F3kDqwC/8wv1ALgV+/XpVzystfYxoc0tFJ1N1d/cCAK4nK/NhNJPk0Rxtgs/nojHtJTKTECanLT0uU4zjNTQ0WHrcks/PGEbHD+Ojdc+uzznTkcOZjlzR45xfE9EX66v68AQnKlRstlRyoCpUySGuxBiDIPDF1+RozPFDBwBKckgNmpmZBgBovojNkeyf5mkAGMO1a9N2h1Lzjh49AZ8/AHHlctXOyeQM+I1Z3HP3feC4yv0abmtrhygKlu2LcrOZpIjeWG3udB8KGev5mGrthqAsv8GoXUkOAExMHMJSGljJ7O+9p2jAxbiIcVqPA2AzyWFb1mfqGiU5xL0EXthjuprzJ6sBlOSQGnTt2jTAmJEouBXHA95GalerAlEUcdup2yGtX9u2cLiS+LVpADpOn76rsufhefR092ImYf2HkaIBs0kOsVh193qplmAwn+QoxSsa5TKTnEAgaOlxyzE2ZqyjOb++v/fF1biAnLp5nHonSfmqmNmupusArckhLmZUcnb/vqJTJYcQW8zMXAO8jUai4GKyN4zpa1ftDqMunDx5G3QlCz5ZnQ1YhfUZhCNR9PVVvgrSG+vHtZT1awNupHioOtDbG7P82E4QDBpJCFOsHT7AVCNpsjPJ6esbgMcj7TvJMV83NjZuZViuZSY5hUpO/k+PZ/eWQEKcjOd5qMUGD2gAT0kOIdV3/foMZDdXcfI0bwMWFuZpwloVTE4eAeM48OszlT+ZrkGK38DxY8fBqjD9Lxbrw3oWWM9Zey6zBS4W67P0uE4RDBq/Q8zKi1XMiW12tqvxPI/h4VGcL7Iup5jz6wLaWlpsmxDnNF5v/ueoGskNKyQ5XrtCIuRABGGPdjWdFUZNOxklOaSm6LqOpaVF6B777pJaRfeEoGsaVlaW7Q6l5gUCQQwODEOMz1X8XFxyGbqSw9TU0YqfC0ChWjQdt/YDaTouQBSFmpysBmwmIZZXcpQMGMfZWskBgNHRCVxLcMiUOV5c14ELGx6Mjh+uTGAuRJUcUmsEQSw6eEDR4Ip9oCjJITUlkYgjl8tCk9yf5GhSAACwtLRocyT1YXJyClxyyRjxW0F8PpGq1iaKZpJz1eLhA1cTAnp7Yq7YK2E/RFGEx+u1vpKjZBAIBCs6cKIUo6Pj0HXg0kZ5ye9ihsN61ng9MfA8b4yLzic3TKUkh7ibKIp7DB5ghf2hnIySHFJTzIRAr4Ekx/w7LC5WZ51IvRsfnwB0DXyyskkln5hHa1sHIpHqTP8LBoNoiUZx1cJKjq4D00kRff1Dlh3TiRobI2C5lKXHZHIa4bA9e+RsNTIyCgD4uMh+OTu5kF+PQ/vjbCd5PGBa/gZJ/k+vt/ZGq5P6IAhC8UqOziBQJYeQ6lpaWgKwWQVxM7Matby8ZHMk9WFkZAxgDHx8vrQXcELxxzvRdUjJBUxUeZf4voFhTCetu+u2nOWQyAH9/bU5Wc3U2toKTk5aekxBTqK1pdXSY+5HIBBEd1cXLpRZybmwLsLr8aCnp7dCkbmT1+stVHAYtasRlxMEEWqRSo5K09UIqb5EIg4A0MUKLvhUc/B6vXjiiSfg9XoB1doRswW8AHAC4vGNyhyfbBMIBNHd3Qs+UVrlTAn3FH28Ey6zDl3OVH307sDAIOaSDOky11/s5kq+KjQwUNuVnJbmFggWJzlcLonm5hZLj7lfwyMTuBSXoBcZFXuzi3ERg0PDNdumuF9er29Lu5pRyanFTXJJfRDEPdbkUJJDSPWZCYEuVC7JYUoOjzzyCJ5++mmcO3fO8n00tp1L9CIej1fs+GS78bEJiKlFQN97vxy5ZQyqpwGa4EUmdifklr3bd8wEqtqjd/v7B6EDmLZov5wrcR4cx9Db22fJ8ZyqpaUVejZZmJp1YEoWupxBa2ubNcc7oJGRUcRzwEK6tEuBnApMx3mMjNB6nJv5fL5CcoNCkuO3MSJC9k8QRMhFRkjLGk1XI6TqEokEwLjSWof2SRckPPfcc/jud7+L559/HrpQucV3Gi8ZfydSFWNj49CVHLj06t5PZgy65IfmC0NuNVrd9sIn5hEIBKs+kcysuFy2aF3OlbiArs6umm/H6e42qnNcZt2S43HptW3HtdvQ0AgA4GKJLWtXEwJUHRgaGq5kWK7k9/kKa3LMdjWvl0ZIE3cSBAFqkUqOqjOarkZItSUScTDRU9IF577xEjKZDJ599llkMhmAr1ySo/IealerIrONrOR1OWUSkwsYG5uoyv44W0UiEUQaG3GlzPUXO9F14EpCwsDgiAWROdtmkrNmyfH4jJnkOGM9S09PLyRRLDn5NSexmckR2eT1+sCZI6RVGjxA3E3cs13NqPY4HSU5pKbkcrmKVnGqjuORzVWuHY5s19LSinAkWpEkh8kpIL2OiYlDlh+7FP2DI7iSKJ6Q39ORwT0dxfeFWc1y2MgCg4O1vR4HANrbO8HxPLjUiiXH41KrECXJMWtyeJ5Hf/8ALm2UdrFyeUNAJBxGU1O0wpG5j9/vB1eo5MgAY1TJIa6153Q1jdbkEFJ1iqJAZ7XzttYZB0Wp7L4tZBNjDJOHJyEl51HWauwS8BvG/jjjNm2iODg4hNkkK7r545mOHM50FE+qL8eNBee1PnQAMO5mxmL9EJLWTDgUUksYHBhy1KL9waFRow1t72VouJyQMDg0WvmgXMjr9RWG0DA1B4/HU/WKLSFWEQQRSpE1OYoGSnIIqTZFkY01ObWC8VAU1e4o6sqhQ4eh51KWrcMw8fE5eLxeDAwMWnrcUg0ODkGHsa7iIK7EBTDG0NdX2+OjTSPDoxBSSyUNoyhKU8GlljE87KwkYWBgEDkVmE0VT7zSCjCXZHVRwdsPv98PXZGNmyOqTK1qxNUEQdhjM1CdkhxCqq3WKjlgHBTFoslOpCSHDx8BAPAbNyw9rpSYxaGJSdvu4ls1fOByXEB3Vzc8nvpoxRkeHoGuyoWhAfvFpVYATcXwsLPWs5hJ95V48ffldEKADmNSH7mVz+czEmFdBVNlmqxGXE0QBMhFmhmokkOILag9gBxMW1s7os0tliY5LJsA0uuYmjpi2THLFYk0HXj4wObQgfqZrjU+bqyh4uNzBzqOEJ/ddjyn6OzshiSKhb2PdrO5NxIlOTsxkxqmymCqjICfkhziXsZmoDtfT2m68Q9NVyOkyiRJBNNrqL1LV13xi6TWHD1yDFJi7uAtSnlCPmGamjpqyfH2a2BodM/hA8VsDh2onySntbXNSHrzScp+8fE5dHR2IxyOWBSZNXieR29vDNf2aGOcTvBoDIUQiTRVKTJ3KWz8qcpgmgw/JTnExYx2tZ1LOWYbG1VyCKkyQRDBtNpJcpimQpIqN6Ka7OzIkWPGfjmJRUuOx29cR2M4YvvoYHP4QHqfHZD1NHRgq8nDU5ASBxhGoWkQE/M4fGjS2sAsEusbxHRSLPrXm05IiFGr2q7MJIepMjhNoXY14mqiKO66JsecuuaGG7CU5JCaIkkSoFlz990RdBWSC36R1JrDh48AjBUqMAeia5Diszh65Jjt05YGBgahw1hfsR+XC0MH+iyNy+mmpo5ClzPgUsv7ej2fXICuyjhyxN5K3m76+/uRlIGV7M6XBKoGXE9yiMXqY9jEfhTa1TQZnJbbrOwQ4kKCIBTa0m62Wclx/rUJJTmkpng8XkCrnZHLTFNorwUbhEIhDPQPQty4fuBjcakV6HIGR44csyCygzErMHutv9jN1TobOmCanDTWUgnr+3s/8Bs3wBjD4cNTVoZlmd7ePgDATHLn4QNzaR6KBsRifdULymUK09TUHECDB4jLmVWanao55mhpUaR2NUKqqqGhAbqSA2qkZY1Xs2hoaLQ7jLp09OhxcMlFQDnYZqzmhbF5oWynwvCBfSQ59Th0wBQOR9Ab64ewz6RX3LiOoaERBAJBiyOzhtlGOZPYOcm5nk9+entjVYvJbba2q+mKTJUc4mrmeht5h+EDMlVyCLFHKNQAAGBK1uZIrMHkTOHvRKprauoooOvgEwedqnUDPb0xxyw47x8cxpVE+R9OazmG9Wz9Ttc6dvQ4+MQCoJZZKVay4BJLjqjk7SYUCiHS2FhIZm42k+DBGENnZ3eVI3OPQpKjZAFdoySHuJpZyVF3alfLr8mhJIeQKmtoMJOctM2RWEDToCvZwt+JVNfIyBgEUYSwcYCpWpoCPrGIqUnnrMXo7x/EjSSHbJnFTrP6U6/7pBw5cgzQtbKnrBnVHx1Hjx6vTGAW6e7tw/XUzhctN1I8Wlta4PF4qhyVe5jtaiyX3PaYEDcqVsmh6WqE2KSxMQzAqIC4HVOMvwO1q9lDFEWMjo5DPEAlh08uAZqCQ4cOWxjZwQwMDELXgZkyhw9cjQtgDOjrq8/F52NjExAlqex1Ofz6DXh9fgwNOWsT0Jt1dfVgNsXvOGFtNiWiq5ta1Yox105ysnGDjSo5xM3MKs2Oa3Jouhoh9mhubgEAcLmEzZEcHMvGAQCtra02R1K/xscmwJIrxmLifeDj8wCMC2SnMCsxe+1wf7OrCR7tbe11u6BaFEUcPjQFqZxKjq5Dit/A1OQUeL68n3e1dXV1I6MAq7ntlwWaDsylOHR1UataMTzPQ5QksHySQwNjiJsVkhydKjmEOEZTUxQcx4Nl4naHcmBcIclpszmS+jU6Og5ANyoy+8AlF9He0emodVXNzS0I+P1lj5GeTnrQP1B/Qwe2mpw8AqTXCi1Je2HZOJBN2L4JbCnMJGY2uf2yYCnDQdZASU4JPB4vmJwCQO1qxN3MyWk7T1czn0OVHEKqiud5RJubweVqIMnJV6NaWijJsctgfpIYSbbDcAAAIABJREFUn9zfpqBSagnDDmtTMva5GcB0svQPqKTMsJiq31Y109SUMSGPL3H/JHOfpUkHrcnaTXt7BwBgIb294jSfMh53dHRWPSa38Xp9VMkhNWGzXW2nSo45eIAqOYRUXXtbO/hsDSQ52TgawxFjg1Nii1AohGhzC7jUStmvZXIaei6FwcGhCkR2MH39A7iW4Hfc6G0n1/Kjhes9yenpiSEQDEGIl7ZOi4/PIhxpckWCEI02QxQEzN2c5KSNywQzCSK783o94PJrKettLylSW8wqjbxDJUem6WqE2Ke7uwd8Zh07rqC1AicUf2wRPr2Gnvz+FcQ+/X0DENKrZb/OTIzMjRadpK9vADnVWGtRCrO1rd53vOc4DocmDkFMzO/9ZF2HmJjH4UOTYOzWu6FOw3Ec2trasJC6OcnhIYkiIpEmmyJzj60talTJIW5mVmmKrcmhdjVCbNDb2wddlQsL962mhHuKPraEroPPrCIWo4lGduvq6gbLbAD6Dre0iuAy6wCMpNtpzJ3rZ5KlJejXEjxCwSBd6AKYmDgMZDb2XJfDsnEgl8LExKEqRXZwrW2dWMxuf08spnm0tba5IlGzm29LYkPjtombFZ2uRoMHCLGPuSs3v4+776WQW8agehqgCV5kYndCbhmz/BwsG4euKo6sAtSbrq5uQNfAsuVN7OMyG/B4vY7ZBHSrrq4ecBzD9C473N/sWlJEb6yPLnSxOSnPnJy3Gz7hvMl6e2ltbcNS5qbBA1kBLW3tNkXkLpK0mdhQkkPcbLNd7dbf+ebXqJJDiA16eowkh6tQkgPGoEt+aL4w5NYxoAIXfny+1cm8407s09JijPAudyw5l4ujpaXVkYmBJEnoaO/AtRImrGk6MJPkEYsNVCEy5+vt7YMgiHsOo+ATi/B4vejsdM9UstbWNqRkY9AEYHT8LqY5tLZSklOKrS1qWxMeQtzGnK6m7tD1b36N1uQQYgOfz4e29k5w+xz76wRcagkcx6Ob1uTYztx7qdSxwSZeTqG1xbl7HPXGBjCT2nuoxWKaQ07drJDWO1EU0d8/sOdYcSG1hKGhEcfvj7OV+V43qzlplSGtbH6dFGcOiWEc54q73ITsxkxgilVyqF2NEJuMjY5BSi1WbvhAhQmJRcT6+qnlwQHMdShcLlXW6zg5hUgkWomQLNHT04ulFJBViz/vepIvPJ8YRkZGwaeWd1+npangUiuOGx++l+bmZgDASta4NFjJJzuU5JTGTHJoIiZxu1LW5Lghkackh9Sk4eFR6Lk0WJktRo6gaxBSSxgdsX6tDymfx+OBZ8v+FyXRNei5NMLhcOUCO6Cenl7oAG4ki1cazCSHqoqb+vsHAU0Bl9nY8ftceg3QNQwMDFY5soOJRvNJTj65MZMdM/khxZnJjShSkkPczWxXo0oOIQ40kk8Q+MSCzZGUj0uvQldljIyM2h0KyWtoaABTSk9ymJIFADQ2NlYqpAMzKzPX90xyBESbIvD7/dUIyxXM/YK41PKO3ze/3tfnrnVMjY1hcBy3WcnJ/9nU5NyKpJOY63DccIebkGLMSs5ua3J4jgPHOT+FcH6EhOxDb28Mkse75wQkJzJjHqFKjmM0NDQWEpdSmM8NhRoqFdKBtbd3gud53EgVvxt3IyWiu4fW42zV1dUDjud33SSWT61Akjxoc9lUMp7n0dgQwlrOuDRYyyc5TpwQ6ERmcuOmdViE7GSv6WpuqOIAlOSQGsXzPCbGD0FMlLYzuZPw8Tk0RVvQ2tpmdygkryHUAF7Nlfx8lt/1PBQKVSqkA+N5Hu1tbZgtUsnRdOBGikNXF7WqbSUIAjo6usCn13b8PpdZRXd3jyvudN4sEokWkpu1HIdQIECViRIV1uK4cykoIQWFzUB3XJPDCu1sTue+38CElGhycgosvQZW5oJxW+k6pMQcjkwdceTo4XoVCoXA1PIrOcGgcys5ANDVHcON9O4XsKtZY7JaV5d7xiBXS29PL4Ts+o7fEzMbrh3UEGmKYi1nXMCsZzmEI1TFKVVhpC796iYuxxgDz/M7VnIUHRB4SnIIsdXhw1MAAD4+a3MkpePSK9DlTCF24gyhUAhMzpT+gkKSE6xQRNbo6urGQorteLcOAGZTRpWns7OrilG5Q09PL5DZAFQFcvMw5OZh4xtKFnou6dokp7ExjLhiXBpsyBzCDp4Q6DTm3W/KcUgtEAUByg5VSVlzz7ozSnJIzYrF+uHzByBs3LA7lJLx60ashw5RkuMkoVADdFUGtD3mLeeZlZyGBucOHgCAjo5OqDqwnNn5o2AuxeWfR0nOzczEj8tuQGkehpJPcsyJa25NDBsbw4hnjen7G4rg+Pewk7jlwo+QUoiCAGWnSo7GILjkvU5JDqlZPM/j6JFjEDeuu2a/HHFjBl3dvYhG6e6pkzQ0GG1n5lqbvTAlA0EQt+2A7kTt7R0AgLn0zuty5tM8PJKIpqamaoblCh0dnQBwyxhpLrOe/747k5yGhgaoOpBUGDayjJKcMrhlMTYhpRBEYec1Obp73uuU5JCaduLEKSCX2nXUq6OoOfDxeZw8ccruSMhNGhqM/W5K3SuHk9MINTQ4fl2VeaE+n9o5yZlL8Whv73D838MOm0nO9nU5XHYDjDHXTVYzmRMB13Mc0opeSPDJ3txy4UdIKURBhKLvXMlxy15QlOSQmnb06HGAMQjrM3aHsidh/Qagazh+/KTdoZCbmCN0S01ymJxCJOz86kdjYxg+rwdz6Z0/ChYyItpdWpGoNJ/Pj2CoASwb3/Z1LhNHpKnZta1LZpIzn29VdPKEQKfhXbIYm5BSCKIAeYdKjrEmh5IcQmzX2BjGwMAQRBckOfz6NXh9ftofx4HM9kEulyzp+YKSdsUu8YwxtLa2Y3GHdjVNBxbTDG1tHTZE5g4d7R3gbkpy+NwGOjrc+zMzh2XM598TwSAlOaUSBONnRpVPUgtEQdpxTY5Ka3IIcY7bTt0OLrEAJjt4lLSuQVqfwfFjJ6jlwYEikSYwjgMrJcnRdbBc0jXrqtraO7GUvfUDay3HQdHg2raramhv74CQuznJSaDdxT8zM6kxk5xAwNkTAp3ErOToLlkDSkgxgijuPF1N5zbHpTscJTmk5p06dQcAQFidtjmS3fGJBUBO47bbTtsdCtkBz/OIRKLgsom9n6zmoCs512zm2trahoU0u2U2x2K+hc0tfw87tLa2AdkkoOV7OlQZei7t6p9ZIBAAsDlxz3xM9sbzZvWLEkPifqK0cyVH0Zlr2nEpySE1r6enFy2t7RDWrtodyq6E1avgeQHHjp2wOxSyi46ODvA33bXfiTltyy1tXq2tbZBVYD23/cNsiZKcPRk/Gx1MNip8XM5IgltaWm2M6mD8fiOpWconOeZjsreBgSE89NDD+JVf+Ud2h0LIgQmCuONmoLLGIIru6DihJIfUPMYY7rj9NISNWUDJ2R3OrXQd0vo1TE4egd/vtzsasouO9g7w2Y09n8fln2OOZ3Y684J8Obt9Xc5SxngcjTp/bZFdzJ+dWeFjWfcnOaIoQhQFLOf/+1OSUzqfz4evf/1XMTY2YXcohByYKO4yXU1n1K5GiJPcfvtpQNcgrDmvZY1LrQCZDdxxB7WqOVlXVzd0ObPnhDUuvQbGca5JcpqbWwDcuiHocpZDYygEj8djR1iuYP7sWL6CYw6mcHOSAwA+rxcZ1bi48fl8NkdDCLGDIIi7bAYKSnIIcZLh4VGEI00QVy9bcjy5eRhyfofzgxJWL4NxXGHtEHGmrq4eAEYSUwyXWUNra7trepZ3S3KWMhyaXX6xXmlmlctMblguAY7jCyPH3crnNRIbxhgluYTUKUEQIO+6Tw61qxHiGBzH4a47z0DYuGFJy5rSPAzFiiRH1+FZvYLJw1O0s7jD9fbGAABcerXo88TMGvpisWqEZIlAIACPR8JKdvvHwWpORLSZkpxiJEky9srZUskJRyKFBehu5fUZbbNej4fGIRNSp3ZrV5M13TU38SjJIXXj9OkzgKY6qmXNbFW7884zdodC9tDUFIXPHyie5KgKkN5Ab29f1eI6KMYYmiJNWL05yclyaGpyxxhsO7U0t2yp5CQLlTE38+YrOV4vVXEIqVeiKELZYTNQalcjxIGGh0cRiUQhrljTsmYFYeUSOI6nVjUXYIyhv68fQpEkx0iAdPT19VcvMAs0RVuwsmXwQEYBUrLumr1+7BSNNoPPr9MSlDSaa2BQg+TxAgC1qhFSxwRBuGVNjq6bSQ61qxHiKBzH4cyZuyFsXAeUrN3hFFrVpqaOUquaS/T1DYBLrwD6Dre3APCpZQBALOayJKcpitXc5oeWWdWhSs7eIpEmcHLK+PTPJRGJNNkd0oF5vWaSQ0MHCKlXxuCB7RuoqfmH1K5GiAPdddc9gK5BXLV/zxwuuQhk4zhz5h67QyEl6u8fAFSlsBfOzbjUMnw+v+v2lolEmrCeRWFD0PUcV/g6KS4ajRpT95QMoCpoanL/z+yRRx7DJz7xED7/hS/ZHQohxCaiKEK+6X6e+dgtSY476k2EWGRgYAitbe2YXbkEuWXE1ljE5UsQBIFa1Vykv38AgJHMaL7wLd8X0ivo7x9w3WLtcDgCRQNSCkNA1LGWT3LC4Vv/jmQ782fEpVYA1EZiODFxGBMTh+0OgxBiI0EQoGrGzS/zI80cREDtaoQ4EGMMd5+5F3x8FkxO2ReIrkFau4xjx0/SBqAu0tXVA0EQwSeXbv2mroFLrWJgYKj6gR1QJGKMPDaTm/VCkuPuUcjVYP6MzFZF+pkRQmqBWa1RtnSsKS6r5FCSQ+qO0bKmQ7BxAAG/MQvk0rj7zH22xUDKJwgCentj4PN37bfi0muAphSqPW7S2GhUI9ZzLP8nB57jEAgE7QzLFcykxqzkmD9LQghxs0KSs2X4gPnvNF2NEIfq6elFT28fJBuTHGHlEjxeL44fP2lbDGR/BgeHIKSXNxew5HH5O/n9/YN2hHUg5uCLeL6CE88xhEJBcBx9ROzF/NlxGWOT2MZGGiJCCHE/M5HZOkaaKjmEuMC999wHLrEAtssC8orSFHjWruL2207TiFYX6u8fgK7kChtAmvjUMkRJQmdnl02R7Z95YR6Xjbt0GzJHFYkSNTQ0AAC49DoAIBgM2RkOIYRYwlx3I2/ZEFSmNTmEON+dd94NABBXLlX93ML6DHQlh7vvvq/q5yYH19dnVGr45PK2r/OpFcRi/a7c7T4UMi7UN8xKjsyhoZHWlpTC4/FCFCUwXYXPH3Dlf39CCLnZZrva5teokkOIC7S0tGJ0dBzS6uVb2o4qTVi+hGCoAZOTR6p6XmKN3t4YGGPg0iuQm4chNw8ba7zSKxhw4XocAOB5HgG/Hwk5n+QoQiHxIXvz59cuBYO0hokQUhvMREbecU0OVXIIcbS7774XLLWa36W+StQcxPUZ3HXn3XTH16U8Hg/aO7rAp5ahNA9DaR4GyyWgKzn09blrE9CtQqEgEorxAZaUGUIharsqlZncUKsaIaRWmImMukMlhwYPEOJwd9xxBozjICxXr2VNWJ0GNIU2AHW5/r5+CPmF5gDApYxEORZzb5ITDDYgITNoOpCUdbpgL0MhyQkEbI6EEEKsURg8sHWEdH5NDrWrEeJwjY2NmJo6Ck8VW9bElUtoirZgZGSsKucjldHbGwMycUCVAQB82hgf3NPTa2dYBxJqaERC4ZFWGHSdWq/KEcjvdeX3U5JDCKkNhcEDW9rVZG3795yOkhxS1+4+cy+QjYNLLlb8XEzOQNi4jrvP3EOjeV3OTGa49Frhz6ZoC3w+927sGggEkVJ4JPMta1TJKZ3X6wMA+Hw+myMhhBBrmNWare1qKlVyCHGPkydvBy8IVZmyJqxeAXTd2IyUuFpPTwwACuu5hOw6ent67AzpwAKBANIKQyqf5ASo9apkZnJDSQ4hpFbsOEKa1uQQ4h6BQADHj5+EtHoF0LU9n38Q4upltLV3unpxOjG0traB43lwmXVA18HS6+jqcneS4/cHkJJ1JPN75VDrVek8Hu+2PwkhxO12HiFN09UIcZW77rwHyKXAx+crdg4mp8DH53DmrrvBGNv7BcTReJ5Ha2s7uOwGmJwCNMWVm4BuFQgEoOrAWtb4WKAkp3TmBz5t7ksIqRXm7zVl2whp83tUySHEFU6cOAVRkiCsXK7YOYSVK/lWtbsrdg5SXV2dXRCycXCZDQBAe3uHzREdjLmeaKWQ5Lh3fVG1mTcuaCw8IaRWFJuuRpUcQlzC6/XixPFTkNanK9ayJq5eQWdXd2EtB3G/trZ2cNk4WDZeeOxm5nqS1Ry37TEhhJD6U6ySQ4MHCHGR06fvqljLGpPT4ONzuPP0GcuPTezT2toKXZXBp5bAGEM02mx3SAdiVm5Ws2aSQ5WcclErKiGkVtCaHEJqxLFjJyGKkjEBzWLmMU9TklNTzKSGTyyioTHiml/6uzHHIK9mOfA875o7dU6g5/fZ0qu03xYhhFTaZrvalkpO/lecW1pzKckhBEZrzrFjJyCtXbV8Y1Bx9Qra2jtdvVEkuVUhyUktozkatTmag/N6jclgGzkOXlpAX5axsQkAwMDAoM2REEKINUTRbFfb/JqiMQgC75qqNSU5hOTdccedQC5l7cagSjbfqnaXa34pkNKEw5HCvzc1uT/JMccfU5JTvlOnbsf3vvf/4MiR43aHQgghlihUcrTtlRzRRV0LlOQQknfs2ElwHA9h9aplxxTWrgG6jlOn7rDsmMQZGhvDW/690cZIrGFWcnIaK/w7KR219xFCagnHcWCMbZ+upjFXtWZTkkNIXjAYxMShw5DWr1l2TGHtKsKRJgwODll2TOIMkiRBlCQAQEOD+5OcrXu8SLSpJSGE1DXGGASev2W6GiU5hLjU7bedBkuvgUuvHfxgmgJp4zpuv+0OcBz9r1aLzHJ+MBiyOZKDk6TNJMdDlRxCCKl7giDcsk8OJTmEuNTJk7cBAPi1g1dz+I1Z6KqCkydvP/CxiFMZv/0DgYDNcRyclK9KAZvrcwghhNQvQbi1kuOm1lxKcgjZorm5Bd09MYgWtKwJ69cgShImJg5bEBlxIgbjl38t7CnDGIOU//DamvAQQgipT4IgbJ+upgM8T5UcQlzr5IlT4BPzgJLd/0F0HdL6dRyZOkoXjHXA5/PZHYIlJMlMcmi6GiGE1DujXW1rJYdBFN1zTUNJDiE3OX78JKDrEDau7/sYXGYNyMZx/PgpCyMjTuWpkZHLYn6NkZvaEQghhFSGIIg37ZOzuRbVDSjJIeQmIyNj8PkDENb3n+Tw6zMA8gkTqVnd3T0AAK+3Nio5Qn7zNzfdqSOEEFIZoijeMnhAdFF3insa6wipEp7nMTV5BC+/9TYyug7sYxNPYf0GOjq7EY02VyBC4hRPP/0beO+9dxGL9dkdiiUaGhqxuLSMYDBodyiEEEJsZlRytm4GyuB10XQ190RKSBUdOXIML7/8ArjMOjRfeO8XbKUpEBLzOHrXpyoTHHGMjo5OdHR02h2GZf7pP/vvcf36NYyMjNsdCiGEEJsJggh1S7uaqnOuGiHtnkgJqaKpqaMAAH7jetlJDp9YADQFR44cq0RohFRMc3MLmptb7A6DEEKIAwiiCFnfPkKapqsR4nJtbe1oaW2HsH6j7Nfy6zfAcTyNjiaEEEKIawmCAHVrkqNzrhpMY0uS89Of/hQPPfQQHnjgATzzzDN2hEDInqYmpyAm5wFd2/vJW4iJOQwODtXMWGFCCCGE1J9bRkjrcFW7WtWTHFVV8fu///v40z/9Uzz//PN47rnncOHChWqHQcieDh2ahK7kwKVWS3+RKoNLLuHw4anKBUYIIYQQUmGCIG6r5KgaJTlFvfPOO4jFYujp6YEkSTh37hx+9KMfVTsMQvZktpvx8bmSX8MnFgBdo1Y1QgghhLgaz/Pbp6tpDDzP2xhReaqe5MzPz6O9vb3wuK2tDfPz89UOg5A9RaPNaG5pAx+fLfk1fHwOjOMwOjpWwcgIIYQQQirrlnY1l20G6siaUzDogSC4J1MktevY0Sks/+RnJe+XIyQXMDgwiI4O2h+HEEIIIe4VCHihbBshrSMQ8CIc9tsXVBmqnuS0tbVhbm6z/Wd+fh5tbW3bnpNIZKsdFiE7isWGoOf+BiyXgO4JFX+yrkFILmFo6ATW1lLVCZAQQgghpAJUlW2frqYBqgrHXeO0tOx8fVb1drXJyUlcuXIF165dQy6Xw/PPP4+zZ89WOwxCSjIyYrSd8YmFPZ/LpVehqzJGRkYrHRYhhBBCSEUJglCo5Gi68Y+bBg9UPVJBEPC7v/u7+PrXvw5VVfG5z30Ow8PD1Q6DkJL09sYgSR7kEgtQooNFn2smQmZiRAghhBDiVkaSowNAIdmhJGcP9957L+699147Tk1IWXiex+DgMN67No+9mij55BICwRBaW9v2eCYhhBBCiLMJggA1n9yYbWtuSnJs2QyUEDcZGBg09srZY1NQIb2CocEhsBIGFBBCCCGEOJkgCFB1QNfdWcmhJIeQPQwODgGaAi69tvuTNAUstYqBgaHqBUYIIYQQUiFmQqPogGp0rYHnKckhpGYMDBhrcbjU8q7PMSs9g4OU5BBCCCHE/cyERtVQ2BSUKjmE1JD29k6IkgQ+uXuSw6dXAAB9fQPVCosQQgghpGI2KzkMir79a25ASQ4he+B5Hj3dveDSq7s+h0utQvJ40dLSWsXICCGEEEIqQxB4AEarmjl4gNrVCKkxsVg/xOzua3L49Ap6e2LgOPpfihBCCCHuV6jkaIwGDxBSq3p7e6Hn0mBy+tZv6jqEzBpisVj1AyOEEEIIqYDCmpwtgwfM6o4bUJJDSAl6eowEZqcJa0zJQJczhecQQgghhLjdZiVnc/AAtasRUmO6uroBAFxm/ZbvmV8zn0MIIYQQ4nablRy2pZJDSQ4hNaWpKQpRkoomOZ2dXdUOixBCCCGkInYePEDtaoTUFI7j0N7euWuSIwgiotFmGyIjhBBCCLHe5j45DCoNHiCkdnV3dUPIbtzydZbZQFt7h6vubhBCCCGEFGNe1yg6CvvkuOlah5IcQkrU3t4BZBOArm37upCLo7Ojw6aoCCGEEEKsZ1ZtVG2zXU0QRDtDKgslOYSUqLW1DdA1sFxq84u6DpaNG98jhBBCCKkRhelq+uY+OVTJIaQGtbW1AwC4bLzwNaZkAFWhJIcQQgghNcVMaLYOHqA1OYTUIDORYVuTnGwi/712W2IihBBCCKmEnUZIUyWHkBoUjTYDjIHLJQtf43JGktPc3GJXWIQQQgghliuMkNZQmK5Gm4ESUoMEQUAo1Ai2Jckx1+fQ+GhCCCGE1JLNSs7WdjWq5BBSk5qbm8HJWys5SYiihGAwaGNUhBBCCCHW2lyTs7VdjSo5hNSk5mgzeHlzuhrLJRFpioIxZmNUhBBCCCHWKkxX00DT1QipdU1NUXBbRkhzcgrRaNTGiAghhBBCrEfT1QipI5FIBLqSBTQVAMCrGTRFmmyOihBCCCHEWmZrmqYzaPl2NY5zT+rgnkgJcYDGxjAAgMlp489cCuFw2M6QCCGEEEIst72SA/Ac56r2fEpyCCnDtiRHlaGrcuFrhBBCCCG1wkxyFA1QdOaq9TgA4J7GOkIcwKzaMCUNJnvyX4vYGRIhhBBCiOXM9TeqzqBq7ho6AFAlh5CyNDQ0AgCYkgVTsvmvNdgZEiGEEEKI5cz1N+bgAZ53V9rgrmgJsVkwGAIAMCUDpmTyX6MkhxBCCCG1hTEGnuOg6YCmUyWHkJrm9/vBcTxVcgghhBBS83ieh6IzKDoguGgjUICSHELKwhhDIBjMV3KMJMes7vz/7d1fiFVlvwfw3157Gh3H12JMZyi9cTKxCTR4OYaNvijYTCaMmhAWQdhNERiVQX/sJkgviiILoiJMQSSKckAnb9RU0sAoMjCQkHNORtlLcrIap3Ev97kwJ+d0jud4GOfZe/n5XO1/rP3dF3sz33me9VsAAEVSLpf/WMmpv8EDSg5covHj/xalymCU8nMlZ9y4cYkTAQCMvHI5i/yswQNwRRjf3BylfDBK+WCMGdtUd196AID/i3K5/Od1chpsV4NCGz9+fGT5mShVBmPcuObUcQAALovzJedstTQ0ba1e1FclgxowblxzZAP/ETH4WzS3TUodBwDgsihn50pOpRpRrrPBA/WVFmrA3//+L/Fv//6vERFx29zOtGEAAC6Tc4MHSnU5QlrJgUvU2fmP6Oz8R+oYAACXVblcjjx3Tg4AAFAQ2bAR0koOAABQ5xoaGiKvliJ3nRwAAKAIsuz8dLWou+lq9ZUWAAAYFeVyQ5ytRuRhJQcAACiAcsP56WpKDgAAUABZ1hB5NSKvliLLlBwAAKDOZVlWt9fJUXIAAIC/KJcz09UAAIDiKJfLkf+xkmO6GgAAUPeyrBxnIyK3XQ0AACiCctl0NQAAoEDOb1fLq2G6GgAAUP/OTVcL09UAAIBiyLLsj+vkVA0eAAAA6t+5c3LCdDUAAKAYhi4GetZ2NQAAoADODR6wkgMAABRElpUjP1uNaljJAQAACiDLsqhU/7xdT+orLQAAMCrK5XJU8j9v1xMlBwAA+Issy6J6we16Ul9pAQCAUXFhsVFyAACAuqfkAAAAhTK85DgnBwAAqHNWcgAAgEK5cKJauVxftaG+0gIAAKPCdjUAAKBQbFcDAAAKRckBAAAK5cItakoOAABQ96zkAAAAhaLkAAAAhXJhsSmVSgmTXDolBwAA+IsLi40R0gAAQN2zXQ0AACgUJQcAACgU5+QAAACFUs8rOQ2pAwAAALWntbUtxjQ2RlbOYtKkyanjXJJStVqtpg7xX/3zn7+kjgAAANS4SZP+9t8+Xl/rTgAAAP8LJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgjf+qlAAAG6ElEQVQUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACgUJQcAACiUUrVaraYOAQAAMFKs5AAAAIWi5AAAAIWi5AAAAIXSkDoAw/3+++9x7733xuDgYOR5Hl1dXbF69erUsUgkz/O46667orW1Nd54443UcUhg4cKF0dzcHFmWRblcjg8++CB1JBI5depUrF27No4ePRqlUinWrVsXt9xyS+pYjKJjx47Fo48+OnT/22+/jdWrV8f999+fLhRJvPPOO/Hee+9FqVSKG2+8MdavXx9jxoxJHaumKDk1prGxMTZt2hTNzc1x5syZuOeee2L+/Pkxe/bs1NFIYPPmzdHe3h6//vpr6igktGnTpmhpaUkdg8Sef/75mDdvXmzYsCEGBwdjYGAgdSRG2bRp06K3tzcizv0TbP78+bFo0aLEqRhtJ06ciM2bN0dfX1+MHTs2HnnkkdixY0csX748dbSaYrtajSmVStHc3BwREZVKJSqVSpRKpcSpSOGHH36Ijz/+OFasWJE6CpDYL7/8EocOHRr6PWhsbIwJEyYkTkVKBw8ejKlTp8b111+fOgoJ5HkeAwMDUalUYmBgICZPnpw6Us1RcmpQnufR09MTc+fOjblz58asWbNSRyKBdevWxRNPPBFZ5mt6pXvggQdi+fLl8e6776aOQiLHjx+PlpaWeOqpp2Lp0qXxzDPPRH9/f+pYJLRjx45YsmRJ6hgk0NraGqtWrYoFCxZEZ2dnjB8/Pjo7O1PHqjn+eqpB5XI5ent7Y+/evXH48OE4evRo6kiMsj179kRLS0vcfPPNqaOQ2NatW+PDDz+Mt956K7Zs2RKHDh1KHYkEKpVKHDlyJFauXBnbtm2LpqamePPNN1PHIpHBwcHYvXt3dHd3p45CAj///HPs2rUrdu3aFfv374/Tp08PbWPkT0pODZswYULMmTMn9u/fnzoKo+zzzz+P3bt3x8KFC+Oxxx6LTz/9NNasWZM6Fgm0trZGRMTEiRNj0aJFcfjw4cSJSKGtrS3a2tqGVva7u7vjyJEjiVORyr59+6KjoyOuvfba1FFI4MCBAzFlypRoaWmJq666Km6//fb44osvUseqOUpOjTl58mScOnUqIiIGBgbiwIEDMW3atMSpGG2PP/547Nu3L3bv3h0vvfRS3HrrrfHiiy+mjsUo6+/vHxo60d/fH5988klMnz49cSpSmDRpUrS1tcWxY8ci4tz5GO3t7YlTkcqOHTvizjvvTB2DRK677rr48ssv4/Tp01GtVv0e/A9MV6sxP/74Yzz55JOR53lUq9Xo7u6OBQsWpI4FJPDTTz/Fww8/HBHnztVbsmRJzJ8/P3EqUnn22WdjzZo1cebMmZg6dWqsX78+dSQS6O/vjwMHDsRzzz2XOgqJzJo1K7q6umLZsmXR0NAQM2fOjLvvvjt1rJpTqlar1dQhAAAARortagAAQKEoOQAAQKEoOQAAQKEoOQAAQKEoOQAAQKEoOQAAQKEoOQCMipkzZ0ZPT08sWbIkHnzwwaELHx8/fjxmzJgRL7/88tBrT548GR0dHRe9FsjWrVtj27ZtF33Pr7/+Ovbu3TsyHwCAuqHkADAqxo4dG729vbF9+/a4+uqrY8uWLUPPTZkyZVgZ2blzZ9xwww0XPd7KlStj6dKlF32NkgNwZVJyABh1s2fPjhMnTgzdb2pqivb29vjqq68iIuKjjz6KO+6446LHePXVV+Ptt9+OiIj77rsvXnjhhVixYkV0dXXFZ599FoODg7Fhw4bo6+uLnp6e6Ovru3wfCICaouQAMKryPI+DBw/GwoULhz2+ePHi6Ovri++//z6yLIvJkydf8nHff//9ePrpp+O1116LxsbGWL16dSxevDh6e3tj8eLFI/kxAKhhDakDAHBlGBgYiJ6enjhx4kS0t7fHbbfdNuz5efPmxSuvvBITJ078fxWSRYsWRURER0dHfPfddyOSGYD6ZCUHgFFx/pycPXv2RLVaHXZOTkREY2NjdHR0xMaNG6Orq+uSj9/Y2BgREVmWRZ7nI5IZgPqk5AAwqpqammLt2rWxcePGqFQqw55btWpVrFmzJq655poRea/m5ub47bffRuRYANQPJQeAUXfTTTfFjBkzYvv27cMenz59eixbtmzE3mfOnDnxzTffGDwAcIUpVavVauoQAAAAI8VKDgAAUCimqwFQ015//fXYuXPnsMe6u7vjoYceSpQIgFpnuxoAAFAotqsBAACFouQAAACFouQAAACFouQAAACFouQAAACF8p9uYIxlkCUDwwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#与盒图类似，我们可以在小提琴图中制定额外的分组特征。\n",
    "plt.figure(figsize=(14, 12))\n",
    "sns.violinplot(x=\"RM_int\",y=\"MEDV\",hue=\"CHAS\",data=df_boston,orient='v')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe46bd58cf8>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#将上图的分组分别绘制在盒图的两边， 使用split=True参数设置。\n",
    "plt.figure(figsize=(14,8))\n",
    "sns.violinplot(x=\"RM_int\",y=\"MEDV\",hue=\"CHAS\",split=True,data=df_boston)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 点对图\n",
    "\n",
    "点对图可以同时将多个特征两两之间的散点图等通过一条命令进行绘制。点对图的绘制函数为 pairplot。为了显示美观，我们只选取数据找那个特征的一个子集进行绘制。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7fe46bd58c88>"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df_boston[[\"CRIM\",\"NOX\",\"RM\",\"LSTAT\",\"MEDV\"]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 热力图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "corr = df_boston.corr() #计算特征的相关系数矩阵\n",
    "f,ax = plt.subplots(figsize=(12,10))\n",
    "cmap = sns.diverging_palette(220,10,as_cmap=True)\n",
    "sns.heatmap(corr,cmap=cmap,vmax=1.0,square=True,xticklabels=2,\n",
    "            yticklabels=2,linewidths=0.3,cbar_kws={\"shrink\":0.5},ax=ax)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "199px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
